From 5d21abd46f21e657a51b68ee172e7bb67f11e749 Mon Sep 17 00:00:00 2001 From: Nayak Date: Mon, 13 Nov 2023 11:53:58 +0530 Subject: [PATCH] Removed requirements.txt Added Poetry --- .python-version | 1 - docs/index.html | 2 +- extract_graph.ipynb | 127 +- poetry.lock | 3982 +++++++++++++++++++++++++++++++++++++++++++ pyproject.toml | 26 + requirements.txt | 232 --- 6 files changed, 4061 insertions(+), 309 deletions(-) delete mode 100644 .python-version create mode 100644 poetry.lock create mode 100644 pyproject.toml delete mode 100644 requirements.txt diff --git a/.python-version b/.python-version deleted file mode 100644 index a0edbea6..00000000 --- a/.python-version +++ /dev/null @@ -1 +0,0 @@ -OpenAI@3111 diff --git a/docs/index.html b/docs/index.html index fd78dba8..f64f8681 100644 --- a/docs/index.html +++ b/docs/index.html @@ -830,7 +830,7 @@

// parsing and collecting nodes and edges from the python nodes = new vis.DataSet([{"group": 1, "id": "56 articles", "label": "56 articles", "shape": "dot", "size": 1}, {"group": 1, "id": "extensive literature search", "label": "extensive literature search", "shape": "dot", "size": 4}, {"group": 2, "id": "[54]", "label": "[54]", "shape": "dot", "size": 2}, {"group": 2, "id": "increasing violence against healthcare personnel", "label": "increasing violence against healthcare personnel", "shape": "dot", "size": 20}, {"group": 2, "id": "unethical practices by pharmaceutical companies", "label": "unethical practices by pharmaceutical companies", "shape": "dot", "size": 2}, {"group": 2, "id": "[55]", "label": "[55]", "shape": "dot", "size": 2}, {"group": 2, "id": "intense focus on specialization", "label": "intense focus on specialization", "shape": "dot", "size": 2}, {"group": 2, "id": "a bad situation", "label": "a bad situation", "shape": "dot", "size": 1}, {"group": 2, "id": "a worrisome new trend", "label": "a worrisome new trend", "shape": "dot", "size": 1}, {"group": 3, "id": "accredit health facilities", "label": "accredit health facilities", "shape": "dot", "size": 8}, {"group": 3, "id": "enforcement of existing rules", "label": "enforcement of existing rules", "shape": "dot", "size": 2}, {"group": 3, "id": "health insurance scheme for central government employees", "label": "health insurance scheme for central government employees", "shape": "dot", "size": 3}, {"group": 3, "id": "health system standardization", "label": "health system standardization", "shape": "dot", "size": 2}, {"group": 3, "id": "implementation of land allocation conditions", "label": "implementation of land allocation conditions", "shape": "dot", "size": 2}, {"group": 3, "id": "medical tourism hub", "label": "medical tourism hub", "shape": "dot", "size": 2}, {"group": 3, "id": "new rules for reasonable costs and cap profit margins", "label": "new rules for reasonable costs and cap profit margins", "shape": "dot", "size": 2}, {"group": 3, "id": "private health sector regulation", "label": "private health sector regulation", "shape": "dot", "size": 8}, {"group": 3, "id": "private health sector utilization", "label": "private health sector utilization", "shape": "dot", "size": 3}, {"group": 4, "id": "accurate data about the quantity and geospatial location of its manpower", "label": "accurate data about the quantity and geospatial location of its manpower", "shape": "dot", "size": 1}, {"group": 4, "id": "live register for health personnel and infrastructure", "label": "live register for health personnel and infrastructure", "shape": "dot", "size": 2}, {"group": 2, "id": "adequately compensated", "label": "adequately compensated", "shape": "dot", "size": 2}, {"group": 2, "id": "primary care physicians", "label": "primary care physicians", "shape": "dot", "size": 2}, {"group": 5, "id": "adoption", "label": "adoption", "shape": "dot", "size": 2}, {"group": 5, "id": "online training", "label": "online training", "shape": "dot", "size": 19}, {"group": 5, "id": "training", "label": "training", "shape": "dot", "size": 21}, {"group": 5, "id": "affordable, accessible, quality care", "label": "affordable, accessible, quality care", "shape": "dot", "size": 3}, {"group": 5, "id": "health personnel", "label": "health personnel", "shape": "dot", "size": 15}, {"group": 5, "id": "health system", "label": "health system", "shape": "dot", "size": 3}, {"group": 5, "id": "service provision", "label": "service provision", "shape": "dot", "size": 15}, {"group": 6, "id": "ai-embedded logarithms now diagnose covid-19 disease from chest x-rays and ct scans", "label": "ai-embedded logarithms now diagnose covid-19 disease from chest x-rays and ct scans", "shape": "dot", "size": 2}, {"group": 6, "id": "expanding application of technology to other portfolios within the health sector", "label": "expanding application of technology to other portfolios within the health sector", "shape": "dot", "size": 9}, {"group": 6, "id": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "label": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "shape": "dot", "size": 9}, {"group": 7, "id": "allocated budget to healthcare", "label": "allocated budget to healthcare", "shape": "dot", "size": 2}, {"group": 7, "id": "indian government", "label": "indian government", "shape": "dot", "size": 8}, {"group": 7, "id": "government of india", "label": "government of india", "shape": "dot", "size": 2}, {"group": 1, "id": "analysis", "label": "analysis", "shape": "dot", "size": 2}, {"group": 1, "id": "corresponding authors\u0027 experiential knowledge", "label": "corresponding authors\u0027 experiential knowledge", "shape": "dot", "size": 2}, {"group": 8, "id": "anm", "label": "anm", "shape": "dot", "size": 4}, {"group": 8, "id": "asha", "label": "asha", "shape": "dot", "size": 4}, {"group": 8, "id": "female community health workers", "label": "female community health workers", "shape": "dot", "size": 2}, {"group": 8, "id": "government employee", "label": "government employee", "shape": "dot", "size": 2}, {"group": 8, "id": "private contractor", "label": "private contractor", "shape": "dot", "size": 2}, {"group": 7, "id": "ashas", "label": "ashas", "shape": "dot", "size": 3}, {"group": 7, "id": "contractors", "label": "contractors", "shape": "dot", "size": 3}, {"group": 7, "id": "contractual personnel", "label": "contractual personnel", "shape": "dot", "size": 15}, {"group": 7, "id": "doctors", "label": "doctors", "shape": "dot", "size": 28}, {"group": 7, "id": "ayush doctors", "label": "ayush doctors", "shape": "dot", "size": 2}, {"group": 7, "id": "ayushman bharat", "label": "ayushman bharat", "shape": "dot", "size": 13}, {"group": 7, "id": "demotivation", "label": "demotivation", "shape": "dot", "size": 3}, {"group": 7, "id": "financially protected from catastrophic health expenses", "label": "financially protected from catastrophic health expenses", "shape": "dot", "size": 13}, {"group": 7, "id": "healthcare facilities", "label": "healthcare facilities", "shape": "dot", "size": 3}, {"group": 7, "id": "high-income countries", "label": "high-income countries", "shape": "dot", "size": 4}, {"group": 7, "id": "india", "label": "india", "shape": "dot", "size": 14}, {"group": 7, "id": "indian-born physicians", "label": "indian-born physicians", "shape": "dot", "size": 4}, {"group": 7, "id": "largest \u00e9migr\u00e9 physician workforce in the world", "label": "largest \u00e9migr\u00e9 physician workforce in the world", "shape": "dot", "size": 4}, {"group": 7, "id": "poor", "label": "poor", "shape": "dot", "size": 3}, {"group": 5, "id": "private health sector", "label": "private health sector", "shape": "dot", "size": 28}, {"group": 7, "id": "publicly financed health insurance scheme for the poor", "label": "publicly financed health insurance scheme for the poor", "shape": "dot", "size": 3}, {"group": 7, "id": "publicly financed purchasing of services from private providers", "label": "publicly financed purchasing of services from private providers", "shape": "dot", "size": 4}, {"group": 7, "id": "viability concerns", "label": "viability concerns", "shape": "dot", "size": 4}, {"group": 7, "id": "cadres", "label": "cadres", "shape": "dot", "size": 4}, {"group": 7, "id": "informal providers", "label": "informal providers", "shape": "dot", "size": 16}, {"group": 7, "id": "nhm", "label": "nhm", "shape": "dot", "size": 4}, {"group": 7, "id": "nhm strategies", "label": "nhm strategies", "shape": "dot", "size": 16}, {"group": 7, "id": "world-class health facilities", "label": "world-class health facilities", "shape": "dot", "size": 16}, {"group": 2, "id": "can reverse the situation", "label": "can reverse the situation", "shape": "dot", "size": 2}, {"group": 2, "id": "thoughtful approach to government planning", "label": "thoughtful approach to government planning", "shape": "dot", "size": 2}, {"group": 4, "id": "central government\u0027s leadership in the fight for better health for all indians", "label": "central government\u0027s leadership in the fight for better health for all indians", "shape": "dot", "size": 1}, {"group": 9, "id": "centralization", "label": "centralization", "shape": "dot", "size": 2}, {"group": 9, "id": "medical education", "label": "medical education", "shape": "dot", "size": 7}, {"group": 9, "id": "nmc act", "label": "nmc act", "shape": "dot", "size": 7}, {"group": 5, "id": "clinical and social skills", "label": "clinical and social skills", "shape": "dot", "size": 3}, {"group": 5, "id": "providing ongoing training", "label": "providing ongoing training", "shape": "dot", "size": 3}, {"group": 7, "id": "communities", "label": "communities", "shape": "dot", "size": 6}, {"group": 5, "id": "sourcing health personnel", "label": "sourcing health personnel", "shape": "dot", "size": 3}, {"group": 7, "id": "communitization", "label": "communitization", "shape": "dot", "size": 3}, {"group": 10, "id": "constraints imposed by corporate healthcare sector on doctors\u0027 professional autonomy", "label": "constraints imposed by corporate healthcare sector on doctors\u0027 professional autonomy", "shape": "dot", "size": 2}, {"group": 10, "id": "private sector investment in medical colleges", "label": "private sector investment in medical colleges", "shape": "dot", "size": 12}, {"group": 10, "id": "performance targets and practice constraints on doctors\u0027 professional autonomy in the corporate healthcare sector", "label": "performance targets and practice constraints on doctors\u0027 professional autonomy in the corporate healthcare sector", "shape": "dot", "size": 2}, {"group": 7, "id": "contracts", "label": "contracts", "shape": "dot", "size": 3}, {"group": 7, "id": "temporary nature", "label": "temporary nature", "shape": "dot", "size": 3}, {"group": 7, "id": "contractual employees", "label": "contractual employees", "shape": "dot", "size": 3}, {"group": 7, "id": "lower remuneration", "label": "lower remuneration", "shape": "dot", "size": 3}, {"group": 7, "id": "delayed", "label": "delayed", "shape": "dot", "size": 3}, {"group": 7, "id": "infrastructure", "label": "infrastructure", "shape": "dot", "size": 5}, {"group": 7, "id": "nurses", "label": "nurses", "shape": "dot", "size": 2}, {"group": 7, "id": "poor infrastructure", "label": "poor infrastructure", "shape": "dot", "size": 3}, {"group": 7, "id": "public sector", "label": "public sector", "shape": "dot", "size": 5}, {"group": 7, "id": "salary payments", "label": "salary payments", "shape": "dot", "size": 3}, {"group": 7, "id": "working conditions", "label": "working conditions", "shape": "dot", "size": 3}, {"group": 5, "id": "corporate houses", "label": "corporate houses", "shape": "dot", "size": 1}, {"group": 6, "id": "covid-19 pandemic catalyzing process and enabling delivery of healthcare", "label": "covid-19 pandemic catalyzing process and enabling delivery of healthcare", "shape": "dot", "size": 2}, {"group": 5, "id": "deeper structural problems", "label": "deeper structural problems", "shape": "dot", "size": 2}, {"group": 2, "id": "defensive medicine practices", "label": "defensive medicine practices", "shape": "dot", "size": 2}, {"group": 2, "id": "set in", "label": "set in", "shape": "dot", "size": 2}, {"group": 11, "id": "digital technology", "label": "digital technology", "shape": "dot", "size": 4}, {"group": 11, "id": "evin", "label": "evin", "shape": "dot", "size": 1}, {"group": 11, "id": "medical devices", "label": "medical devices", "shape": "dot", "size": 2}, {"group": 11, "id": "online training management information systems", "label": "online training management information systems", "shape": "dot", "size": 1}, {"group": 11, "id": "wearable, trackable technology", "label": "wearable, trackable technology", "shape": "dot", "size": 2}, {"group": 5, "id": "doctor-to-population ratio", "label": "doctor-to-population ratio", "shape": "dot", "size": 4}, {"group": 5, "id": "government-funded health sector", "label": "government-funded health sector", "shape": "dot", "size": 14}, {"group": 5, "id": "national health mission (nhm)", "label": "national health mission (nhm)", "shape": "dot", "size": 14}, {"group": 5, "id": "world health organization\u0027s recommended", "label": "world health organization\u0027s recommended", "shape": "dot", "size": 4}, {"group": 6, "id": "doctors can now perform an ophthalmic fundal examination online", "label": "doctors can now perform an ophthalmic fundal examination online", "shape": "dot", "size": 3}, {"group": 6, "id": "remote orthopedic examinations being used successfully", "label": "remote orthopedic examinations being used successfully", "shape": "dot", "size": 3}, {"group": 10, "id": "doctors gravitating towards private sector employment due to low government salaries", "label": "doctors gravitating towards private sector employment due to low government salaries", "shape": "dot", "size": 2}, {"group": 10, "id": "highly paid doctors graduating from private sector medical colleges", "label": "highly paid doctors graduating from private sector medical colleges", "shape": "dot", "size": 2}, {"group": 6, "id": "drones being used to deliver medicines to communities", "label": "drones being used to deliver medicines to communities", "shape": "dot", "size": 3}, {"group": 6, "id": "manufacturing protective equipment locally using 3d printing", "label": "manufacturing protective equipment locally using 3d printing", "shape": "dot", "size": 3}, {"group": 7, "id": "economic norms", "label": "economic norms", "shape": "dot", "size": 3}, {"group": 7, "id": "epidemiology/public health", "label": "epidemiology/public health", "shape": "dot", "size": 4}, {"group": 7, "id": "health policy", "label": "health policy", "shape": "dot", "size": 4}, {"group": 7, "id": "health sector reform", "label": "health sector reform", "shape": "dot", "size": 4}, {"group": 7, "id": "public health", "label": "public health", "shape": "dot", "size": 4}, {"group": 5, "id": "erratic posting of personnel", "label": "erratic posting of personnel", "shape": "dot", "size": 3}, {"group": 5, "id": "transparency in creating training schedules", "label": "transparency in creating training schedules", "shape": "dot", "size": 3}, {"group": 5, "id": "evaluations", "label": "evaluations", "shape": "dot", "size": 2}, {"group": 6, "id": "telemedicine for consultations with healthcare providers", "label": "telemedicine for consultations with healthcare providers", "shape": "dot", "size": 3}, {"group": 6, "id": "uptake of telemedicine during covid-19 pandemic", "label": "uptake of telemedicine during covid-19 pandemic", "shape": "dot", "size": 3}, {"group": 1, "id": "peer-reviewed journals", "label": "peer-reviewed journals", "shape": "dot", "size": 1}, {"group": 7, "id": "flexible financing", "label": "flexible financing", "shape": "dot", "size": 3}, {"group": 5, "id": "for-profit private health sector", "label": "for-profit private health sector", "shape": "dot", "size": 4}, {"group": 5, "id": "narayana health", "label": "narayana health", "shape": "dot", "size": 4}, {"group": 7, "id": "gdp", "label": "gdp", "shape": "dot", "size": 2}, {"group": 7, "id": "total expenditure on health in india", "label": "total expenditure on health in india", "shape": "dot", "size": 2}, {"group": 5, "id": "government", "label": "government", "shape": "dot", "size": 3}, {"group": 5, "id": "out-of-pocket (oop) expenditure", "label": "out-of-pocket (oop) expenditure", "shape": "dot", "size": 3}, {"group": 5, "id": "physicians", "label": "physicians", "shape": "dot", "size": 3}, {"group": 5, "id": "public and private health sectors", "label": "public and private health sectors", "shape": "dot", "size": 3}, {"group": 5, "id": "public hospital beds", "label": "public hospital beds", "shape": "dot", "size": 3}, {"group": 5, "id": "quality care", "label": "quality care", "shape": "dot", "size": 3}, {"group": 5, "id": "quantum of services provided", "label": "quantum of services provided", "shape": "dot", "size": 3}, {"group": 5, "id": "vulnerable populations", "label": "vulnerable populations", "shape": "dot", "size": 3}, {"group": 13, "id": "health budget", "label": "health budget", "shape": "dot", "size": 1}, {"group": 13, "id": "federal", "label": "federal", "shape": "dot", "size": 1}, {"group": 5, "id": "health infrastructure", "label": "health infrastructure", "shape": "dot", "size": 3}, {"group": 5, "id": "strengthening", "label": "strengthening", "shape": "dot", "size": 3}, {"group": 5, "id": "implementation", "label": "implementation", "shape": "dot", "size": 3}, {"group": 5, "id": "overarching", "label": "overarching", "shape": "dot", "size": 3}, {"group": 5, "id": "policy", "label": "policy", "shape": "dot", "size": 3}, {"group": 5, "id": "public health sector", "label": "public health sector", "shape": "dot", "size": 2}, {"group": 5, "id": "recommendations made here", "label": "recommendations made here", "shape": "dot", "size": 3}, {"group": 5, "id": "retaining", "label": "retaining", "shape": "dot", "size": 2}, {"group": 5, "id": "transparency", "label": "transparency", "shape": "dot", "size": 3}, {"group": 5, "id": "uniform standards", "label": "uniform standards", "shape": "dot", "size": 3}, {"group": 12, "id": "health workers density", "label": "health workers density", "shape": "dot", "size": 1}, {"group": 12, "id": "doctors and nurses/midwives", "label": "doctors and nurses/midwives", "shape": "dot", "size": 1}, {"group": 10, "id": "high fees of private sector medical colleges", "label": "high fees of private sector medical colleges", "shape": "dot", "size": 2}, {"group": 10, "id": "low fees of government medical colleges", "label": "low fees of government medical colleges", "shape": "dot", "size": 2}, {"group": 10, "id": "higher number of medical colleges per population in india compared to other countries", "label": "higher number of medical colleges per population in india compared to other countries", "shape": "dot", "size": 1}, {"group": 10, "id": "highest employer of doctors in india", "label": "highest employer of doctors in india", "shape": "dot", "size": 2}, {"group": 10, "id": "private sector healthcare employment", "label": "private sector healthcare employment", "shape": "dot", "size": 2}, {"group": 7, "id": "improved management through capacity building", "label": "improved management through capacity building", "shape": "dot", "size": 3}, {"group": 2, "id": "low physician-to-patient ratio", "label": "low physician-to-patient ratio", "shape": "dot", "size": 2}, {"group": 2, "id": "overwhelmed physicians", "label": "overwhelmed physicians", "shape": "dot", "size": 2}, {"group": 2, "id": "private marketplace", "label": "private marketplace", "shape": "dot", "size": 2}, {"group": 2, "id": "protect themselves by ordering unnecessary tests and procedures", "label": "protect themselves by ordering unnecessary tests and procedures", "shape": "dot", "size": 2}, {"group": 2, "id": "results in delays in attending patients", "label": "results in delays in attending patients", "shape": "dot", "size": 2}, {"group": 2, "id": "tempted to take on more patients than they can reasonably serve", "label": "tempted to take on more patients than they can reasonably serve", "shape": "dot", "size": 2}, {"group": 2, "id": "underpaid physicians", "label": "underpaid physicians", "shape": "dot", "size": 2}, {"group": 2, "id": "will not be able to solve this", "label": "will not be able to solve this", "shape": "dot", "size": 2}, {"group": 7, "id": "other middle-income countries and its neighbors", "label": "other middle-income countries and its neighbors", "shape": "dot", "size": 2}, {"group": 7, "id": "skilled health workforce", "label": "skilled health workforce", "shape": "dot", "size": 1}, {"group": 14, "id": "india\u0027s health indicators", "label": "india\u0027s health indicators", "shape": "dot", "size": 3}, {"group": 14, "id": "peer nations", "label": "peer nations", "shape": "dot", "size": 1}, {"group": 14, "id": "skewed inter-state", "label": "skewed inter-state", "shape": "dot", "size": 4}, {"group": 14, "id": "who recommended thresholds", "label": "who recommended thresholds", "shape": "dot", "size": 10}, {"group": 7, "id": "just over $30 billion", "label": "just over $30 billion", "shape": "dot", "size": 1}, {"group": 7, "id": "oop expenditures by consumers", "label": "oop expenditures by consumers", "shape": "dot", "size": 1}, {"group": 5, "id": "individualized mentoring", "label": "individualized mentoring", "shape": "dot", "size": 3}, {"group": 5, "id": "personnel retention", "label": "personnel retention", "shape": "dot", "size": 3}, {"group": 7, "id": "innovations in human resource management", "label": "innovations in human resource management", "shape": "dot", "size": 3}, {"group": 7, "id": "monitoring progress against standards", "label": "monitoring progress against standards", "shape": "dot", "size": 3}, {"group": 7, "id": "rural areas", "label": "rural areas", "shape": "dot", "size": 3}, {"group": 7, "id": "social norms", "label": "social norms", "shape": "dot", "size": 3}, {"group": 7, "id": "urban areas", "label": "urban areas", "shape": "dot", "size": 3}, {"group": 7, "id": "urban slums", "label": "urban slums", "shape": "dot", "size": 3}, {"group": 15, "id": "initial evaluation", "label": "initial evaluation", "shape": "dot", "size": 1}, {"group": 15, "id": "rural medical assistants (rmas)", "label": "rural medical assistants (rmas)", "shape": "dot", "size": 2}, {"group": 9, "id": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "label": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "shape": "dot", "size": 2}, {"group": 16, "id": "limited uptake", "label": "limited uptake", "shape": "dot", "size": 1}, {"group": 16, "id": "national health protection mission", "label": "national health protection mission", "shape": "dot", "size": 1}, {"group": 10, "id": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "label": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "shape": "dot", "size": 2}, {"group": 10, "id": "star doctors with flourishing practices in the private healthcare sector", "label": "star doctors with flourishing practices in the private healthcare sector", "shape": "dot", "size": 2}, {"group": 9, "id": "medical commission", "label": "medical commission", "shape": "dot", "size": 3}, {"group": 9, "id": "national medical council (nmc)", "label": "national medical council (nmc)", "shape": "dot", "size": 3}, {"group": 9, "id": "state", "label": "state", "shape": "dot", "size": 2}, {"group": 9, "id": "universal health coverage", "label": "universal health coverage", "shape": "dot", "size": 2}, {"group": 5, "id": "medical tourism", "label": "medical tourism", "shape": "dot", "size": 1}, {"group": 14, "id": "methodology used", "label": "methodology used", "shape": "dot", "size": 2}, {"group": 14, "id": "read approach", "label": "read approach", "shape": "dot", "size": 2}, {"group": 14, "id": "national medical council", "label": "national medical council", "shape": "dot", "size": 2}, {"group": 14, "id": "recent increase in the federal health budget", "label": "recent increase in the federal health budget", "shape": "dot", "size": 2}, {"group": 5, "id": "non-hierarchical work environment", "label": "non-hierarchical work environment", "shape": "dot", "size": 3}, {"group": 5, "id": "work environment", "label": "work environment", "shape": "dot", "size": 3}, {"group": 5, "id": "services they have been trained for", "label": 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"title": "contextual proximity", "to": "public and private health sectors", "width": 1}, {"from": "government-funded health sector", "title": "India has 0.7 public hospital beds per 100,000 people in the government-funded health sector.,contextual proximity", "to": "public hospital beds", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "quality care", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "quantum of services provided", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "vulnerable populations", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 1}, {"from": "health budget", "title": "offers an unprecedented opportunity to do this", "to": "federal", "width": 1}, {"from": "health infrastructure", "title": "contextual proximity", "to": 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This model can be expanded to scale for the population using the newly launched national health insurance scheme (Ayushman Bharat).", "to": "private health sector utilization", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "health system", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "implementation", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "overarching", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "policy", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "public health sector", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "recommendations made here", "width": 1}, {"from": "health personnel", "title": "Retaining health personnel is crucial in the synergization process between the public and private health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "retaining", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "strengthening", "width": 1}, {"from": "health personnel", "title": "Focus on training and retaining health personnel is essential to ensure India\u2019s health system is able to provide affordable, accessible, quality care for its citizens.,contextual proximity", "to": "training", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "transparency", "width": 1}, {"from": "health personnel", "title": "contextual proximity", "to": "uniform standards", "width": 1}, {"from": "health policy", "title": "contextual proximity", "to": "health sector reform", "width": 1}, {"from": "health policy", "title": "contextual proximity", "to": "india", "width": 1}, {"from": "health policy", "title": "contextual proximity", "to": "public health", "width": 1}, {"from": "health sector reform", "title": "The presented study is a part of the larger project \u0027Strengthening health systems in Tamil Nadu through implementation research\u0027 (SHaTTh-IR) and focuses on India\u0027s Health Sector Reform (HSR) process. The National Rural Health Mission (NRHM), launched in 2005, is a key component of this reform process, with the aim to provide accessible and affordable healthcare services to the rural population.,contextual proximity", "to": "india", "width": 1}, {"from": "health sector reform", "title": "contextual proximity", "to": "public health", "width": 1}, {"from": "health system", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "health system standardization", "title": "contextual proximity", "to": "private health sector regulation", "width": 1}, {"from": "health workers density", "title": "for 10,00 persons", "to": "doctors and nurses/midwives", "width": 1}, {"from": "high fees of private sector medical colleges", "title": "Fees for medical education in private sector colleges are as much as 100 times higher than those in government colleges.", "to": "low fees of government medical colleges", "width": 1}, {"from": "high fees of private sector medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "high-income countries", "title": "More than 60,000 Indian-born physicians\u2019 now practice in high-income countries [21].", "to": "indian-born physicians", "width": 1}, {"from": "higher number of medical colleges per population in india compared to other countries", "title": "The private sector has invested heavily in setting up medical colleges, which has resulted in India having the highest number of medical colleges per population in the world.,contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "highest employer of doctors in india", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "highest employer of doctors in india", "title": "The private sector is the largest employer of doctors in India.", "to": "private sector healthcare employment", "width": 1}, {"from": "highly paid doctors graduating from private sector medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "implementation", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "implementation", "title": "Implementing uniform standards is crucial in the synergization process between the public and private health sector services for maximizing efficiencies at scale.", "to": "uniform standards", "width": 1}, {"from": "implementation of land allocation conditions", "title": "State-of-the-art corporate hospitals were allocated land in prime urban locations on the premise that a set percentage of patients from economically weaker off sections of society would receive care at little-to-no-cost. The government could take steps to ensure implementation of these land allocation conditions.,contextual proximity", "to": "private health sector regulation", "width": 1}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "informal providers", "width": 1}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "intense focus on specialization", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "low physician-to-patient ratio", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "overwhelmed physicians", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "primary care physicians", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "private marketplace", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "protect themselves by ordering unnecessary tests and procedures", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "results in delays in attending patients", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "set in", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "tempted to take on more patients than they can reasonably serve", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "thoughtful approach to government planning", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "underpaid physicians", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "unethical practices by pharmaceutical companies", "width": 1}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "will not be able to solve this", "width": 1}, {"from": "india", "title": "contextual proximity", "to": "indian government", "width": 1}, {"from": "india", "title": "contextual proximity", "to": "informal providers", "width": 1}, {"from": "india", "title": "This means about 10% of the physicians trained in India have left the country, making it the largest \u00e9migr\u00e9 physician workforce in the world [21].", "to": "largest \u00e9migr\u00e9 physician workforce in the world", "width": 1}, {"from": "india", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "india", "title": "In contrast, the Domestic General Government Health Expenditure was US 8.6%, Brazil 4%, and China\u0027s 2.9% in other middle-income countries and its neighbors.", "to": "other middle-income countries and its neighbors", "width": 1}, {"from": "india", "title": "contextual proximity", "to": "public health", "width": 1}, {"from": "india", "title": "India has become a leading destination for medical tourism due to the existence of world-class health facilities in urban areas.,contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "india", "title": "reinforces the central role human resources have in healthcare", "to": "skilled health workforce", "width": 1}, {"from": "india\u0027s health indicators", "title": "continue to lag behind", "to": "peer nations", "width": 1}, {"from": "india\u0027s health indicators", "title": "contextual proximity", "to": "skewed inter-state", "width": 1}, {"from": "india\u0027s health indicators", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "indian government", "title": "contextual proximity", "to": "just over $30 billion", "width": 1}, {"from": "indian government", "title": "This has resulted in many families falling into poverty every year paying for healthcare they can ill afford.,contextual proximity", "to": "oop expenditures by consumers", "width": 1}, {"from": "indian government", "title": "contextual proximity", "to": "other middle-income countries and its neighbors", "width": 1}, {"from": "indian government", "title": "contextual proximity", "to": "total expenditure on health in india", "width": 1}, {"from": "individualized mentoring", "title": "contextual proximity", "to": "online training", "width": 1}, {"from": "individualized mentoring", "title": "providing individualized mentoring help personnel retention and ensure personnel motivation [53].", "to": "personnel retention", "width": 1}, {"from": "individualized mentoring", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "innovations in human resource management", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "monitoring progress against standards", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "nhm", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "informal providers", "title": "Informal providers are also found in rural areas.,contextual proximity", "to": "rural areas", "width": 1}, {"from": "informal providers", "title": "Informal providers have adapted to the social norms of their communities.,contextual proximity", "to": "social norms", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "urban areas", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "urban slums", "width": 1}, {"from": "informal providers", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "infrastructure", "title": "contextual proximity", "to": "online training", "width": 1}, {"from": "infrastructure", "title": "demotivates all employees in public sector", "to": "poor infrastructure", "width": 1}, {"from": "infrastructure", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "initial evaluation", "title": "The initial evaluation is positive for the RMAs.,contextual proximity", "to": "rural medical assistants (rmas)", "width": 1}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "manufacturing protective equipment locally using 3d printing", "width": 1}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "remote orthopedic examinations being used successfully", "width": 1}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "telemedicine for consultations with healthcare providers", "width": 1}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "uptake of telemedicine during covid-19 pandemic", "width": 1}, {"from": "innovations in human resource management", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "innovations in human resource management", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "title": "contextual proximity", "to": "medical education", "width": 1}, {"from": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "title": "The NMC Act remains silent about the interplay between these entities, which introduces ambiguity and requires clarification in tandem with other reforms for a coordinated implementation.,contextual proximity", "to": "nmc act", "width": 1}, {"from": "limited uptake", "title": "The majority of Indians (up to 80.9% in urban and 85.9% in rural) still do not have health insurance.,The recently started National Health Protection Mission has limited uptake,contextual proximity", "to": "national health protection mission", "width": 1}, {"from": "low fees of government medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "low physician-to-patient ratio", "title": "A low physician-to-patient ratio leads to delays in attending patients.", "to": "results in delays in attending patients", "width": 1}, {"from": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "title": "A small number of \u2018star\u2019 doctors with flourishing practices can set their rules, but the majority of young and early career doctors face a simultaneous erosion of their status and opportunity.", "to": "star doctors with flourishing practices in the private healthcare sector", "width": 1}, {"from": "medical commission", "title": "contextual proximity", "to": "medical education", "width": 1}, {"from": "medical commission", "title": "contextual proximity", "to": "nmc act", "width": 1}, {"from": "medical commission", "title": "The National Medical Council India replaced the inept Medical Commission in 2019 with the aim of improving the regulation of health professionals and medical education.", "to": "national medical council (nmc)", "width": 1}, {"from": "medical devices", "title": "Medical devices, mobile health apps, and wearable, trackable technology have all enhanced opportunities for personalized care, self-management, behavior modification and tele-monitoring of patients.", "to": "wearable, trackable technology", "width": 1}, {"from": "medical education", "title": "contextual proximity", "to": "national medical council (nmc)", "width": 1}, {"from": "medical education", "title": "contextual proximity", "to": "nmc act", "width": 1}, {"from": "medical education", "title": "States should be given more autonomy in adopting medical education to match the local context.,contextual proximity", "to": "state", "width": 1}, {"from": "medical education", "title": "contextual proximity", "to": "universal health coverage", "width": 1}, {"from": "medical tourism", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "medical tourism hub", "title": "State-of-the-art corporate hospitals provide world class care and have made India one of the major hubs for medical tourism.,contextual proximity", "to": "private health sector regulation", "width": 1}, {"from": "methodology used", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "methodology used", "title": "The methodology used is the READ approach, which is a systematic approach for document analysis in health policy research, consisting of readying one\u0027s materials, extracting the data, and analyzing it to distill the findings.", "to": "read approach", "width": 1}, {"from": "monitoring progress against standards", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "monitoring progress against standards", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "narayana health", "title": "contextual proximity", "to": "national health mission (nhm)", "width": 1}, {"from": "narayana health", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "out-of-pocket (oop) expenditure", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "physicians", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "public and private health sectors", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "public hospital beds", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "quality care", "width": 1}, {"from": "national health mission (nhm)", "title": "The National Health Mission (NHM) aims to increase the quantum of services provided.,contextual proximity", "to": "quantum of services provided", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "vulnerable populations", "width": 1}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 1}, {"from": "national medical council", "title": "The authors identify the opportunities available within the newly created National Medical Council and the recent increase in the federal health budget.", "to": "recent increase in the federal health budget", "width": 1}, {"from": "national medical council", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "national medical council (nmc)", "title": "contextual proximity", "to": "nmc act", "width": 1}, {"from": "new rules for reasonable costs and cap profit margins", "title": "The private health sector remains largely unregulated. The government could create and enforce new rules to ensure reasonable costs to patients and cap the profit margins of the hospitals.,contextual proximity", "to": "private health sector regulation", "width": 1}, {"from": "nhm", "title": "contextual proximity", "to": "nhm strategies", "width": 1}, {"from": "nhm", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "nhm strategies", "title": "contextual proximity", "to": "rural areas", "width": 1}, {"from": "nhm strategies", "title": "contextual proximity", "to": "social norms", "width": 1}, {"from": "nhm strategies", "title": "contextual proximity", "to": "urban areas", "width": 1}, {"from": "nhm strategies", "title": "contextual proximity", "to": "urban slums", "width": 1}, {"from": "nhm strategies", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "nmc act", "title": "contextual proximity", "to": "state", "width": 1}, {"from": "nmc act", "title": "The NMC Act aims to improve the regulation of health professionals and medical education, which is essential for achieving universal health coverage.,contextual proximity", "to": "universal health coverage", "width": 1}, {"from": "non-hierarchical work environment", "title": "contextual proximity", "to": "online training", "width": 1}, {"from": "non-hierarchical work environment", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "non-hierarchical work environment", "title": "using a non-hierarchical work environment,", "to": "work environment", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "personnel retention", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "providing ongoing training", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "services they have been trained for", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "sourcing health personnel", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "training initiative", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "transparency in creating training schedules", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "upgrading skills of nurses", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "well-equipped personnel", "width": 1}, {"from": "online training", "title": "contextual proximity", "to": "work environment", "width": 1}, {"from": "out-of-pocket (oop) expenditure", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "out-of-pocket expenditure", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "overarching", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "overarching", "title": "A broad overarching policy is essential to ensure India\u2019s health system is able to provide affordable, accessible, quality care for its citizens and synergize the services between the public and private health sector.", "to": "policy", "width": 1}, {"from": "overwhelmed physicians", "title": "Overwhelmed physicians protect themselves by ordering unnecessary tests and procedures.", "to": "protect themselves by ordering unnecessary tests and procedures", "width": 1}, {"from": "patients", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "performance targets and practice constraints on doctors\u0027 professional autonomy in the corporate healthcare sector", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "personnel retention", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "physicians", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "policy", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "primary care", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "primary health centers", "title": "The RMAs work at Primary Health Centers.,contextual proximity", "to": "rural medical assistants (rmas)", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "public and private health sectors", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "public hospital beds", "width": 1}, {"from": "private health sector", "title": "The for-profit private health sector is perceived to provide quality care.,contextual proximity", "to": "quality care", "width": 1}, {"from": "private health sector", "title": "Patients perceive higher quality of care in the private health sector.,contextual proximity", "to": "quality of care", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "quantum of services provided", "width": 1}, {"from": "private health sector", "title": "The trend towards medicalization and corporatization remains largely unregulated in the private health sector.,contextual proximity", "to": "regulation", "width": 1}, {"from": "private health sector", "title": "The aims and service provision by the private health sector are different, and they should be synergized with the public health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "service provision", "width": 1}, {"from": "private health sector", "title": "The private health sector is rapidly expanding to tier II and III cities.,contextual proximity", "to": "tier ii and iii cities", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "unmet demand for healthcare services", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "vulnerable populations", "width": 1}, {"from": "private health sector", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 1}, {"from": "private health sector regulation", "title": "contextual proximity", "to": "private health sector utilization", "width": 1}, {"from": "private health sector systems", "title": "growing divide between the", "to": "public", "width": 1}, {"from": "private marketplace", "title": "The private marketplace will not be able to solve this issue.", "to": "will not be able to solve this", "width": 1}, {"from": "private sector", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "private sector", "title": "The authors describe these issues by providing an overview of the public and private sectors and the growing divide between them due to their divergent strategies, with the latter now having a booming medical tourism industry and a burgeoning number of medical schools.", "to": "public sector", "width": 1}, {"from": "private sector healthcare employment", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 1}, {"from": "private sector investment in medical colleges", "title": "contextual proximity", "to": "profitable medical colleges", "width": 1}, {"from": "private sector investment in medical colleges", "title": "contextual proximity", "to": "star doctors with flourishing practices in the private healthcare sector", "width": 1}, {"from": "providing ongoing training", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "public health sector", "title": "The aims and service provision by the public health sector are different, and they should be synergized with the private health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "service provision", "width": 1}, {"from": "public sector", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "public sector", "title": "remain demotivating for contractual personnel", "to": "working conditions", "width": 1}, {"from": "public-private sector divide", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "public-private sector divide", "title": "The issue of skewed inter-state and urban-rural divide is compounded by the public-private sector divide.", "to": "skewed inter-state", "width": 1}, {"from": "publicly financed purchasing of services from private providers", "title": "raises concerns about the viability of publicly funded purchasing of services from private providers.", "to": "viability concerns", "width": 1}, {"from": "read approach", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "recent increase in the federal health budget", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "recommendations made here", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "recommendations made here", "title": "The recommendations made here are an effort to promote transparency in the synergization process between the public and private health sector services for maximizing efficiencies at scale.", "to": "transparency", "width": 1}, {"from": "retaining", "title": "contextual proximity", "to": "service provision", "width": 1}, {"from": "rural areas", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "service provision", "title": "contextual proximity", "to": "strengthening", "width": 1}, {"from": "service provision", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "service provision", "title": "contextual proximity", "to": "transparency", "width": 1}, {"from": "service provision", "title": "contextual proximity", "to": "uniform standards", "width": 1}, {"from": "services they have been trained for", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "services they have been trained for", "title": "Those trained to provide them must be well-equipped to provide the services they have been trained for.", "to": "well-equipped personnel", "width": 1}, {"from": "skewed inter-state", "title": "and public-private sector divide", "to": "urban-rural", "width": 1}, {"from": "skewed inter-state", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "skilled personnel", "title": "contextual proximity", "to": "who recommended thresholds", "width": 1}, {"from": "social norms", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "sourcing health personnel", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "telemedicine for consultations with healthcare providers", "title": "Temporal relationship as the use of telemedicine has increased significantly during the pandemic due to restrictions on physical 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proximity", "to": "private health sector", "width": 2.0}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "public and private health sectors", "width": 1.0}, {"from": "government-funded health sector", "title": "India has 0.7 public hospital beds per 100,000 people in the government-funded health sector.,contextual proximity", "to": "public hospital beds", "width": 2.0}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "quality care", "width": 1.0}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "quantum of services provided", "width": 1.0}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "vulnerable populations", "width": 1.0}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 1.0}, {"from": "health budget", "title": "offers an unprecedented opportunity to do this", "to": "federal", "width": 1.0}, {"from": "health infrastructure", "title": "contextual proximity", "to": "health personnel", "width": 0.5}, {"from": "health infrastructure", "title": "contextual proximity", "to": "service provision", "width": 0.5}, {"from": "health infrastructure", "title": "Strengthening health infrastructure is essential to ensure India\u2019s health system is able to provide affordable, accessible, quality care for its citizens.", "to": "strengthening", "width": 1.0}, {"from": "health insurance scheme for central government employees", "title": "contextual proximity", "to": "private health sector regulation", "width": 1.25}, {"from": "health insurance scheme for central government employees", "title": "The health insurance scheme for central government employees in India purchases services from the private sector. This model can be expanded to scale for the population using the newly launched national health insurance scheme (Ayushman Bharat).", "to": "private health sector utilization", "width": 1.0}, {"from": "health personnel", "title": "contextual proximity", "to": "health system", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "implementation", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "overarching", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "policy", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "private health sector", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "public health sector", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "recommendations made here", "width": 0.5}, {"from": "health personnel", "title": "Retaining health personnel is crucial in the synergization process between the public and private health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "retaining", "width": 1.5}, {"from": "health personnel", "title": "contextual proximity", "to": "service provision", "width": 1.0}, {"from": "health personnel", "title": "contextual proximity", "to": "strengthening", "width": 0.5}, {"from": "health personnel", "title": "Focus on training and retaining health personnel is essential to ensure India\u2019s health system is able to provide affordable, accessible, quality care for its citizens.,contextual proximity", "to": "training", "width": 1.5}, {"from": "health personnel", "title": "contextual proximity", "to": "transparency", "width": 0.5}, {"from": "health personnel", "title": "contextual proximity", "to": "uniform standards", "width": 0.5}, {"from": "health policy", "title": "contextual proximity", "to": "health sector reform", "width": 2.5}, {"from": "health policy", "title": "contextual proximity", "to": "india", "width": 7.5}, {"from": "health policy", "title": "contextual proximity", "to": "public health", "width": 2.5}, {"from": "health sector reform", "title": "The presented study is a part of the larger project \u0027Strengthening health systems in Tamil Nadu through implementation research\u0027 (SHaTTh-IR) and focuses on India\u0027s Health Sector Reform (HSR) process. The National Rural Health Mission (NRHM), launched in 2005, is a key component of this reform process, with the aim to provide accessible and affordable healthcare services to the rural population.,contextual proximity", "to": "india", "width": 4.0}, {"from": "health sector reform", "title": "contextual proximity", "to": "public health", "width": 1.0}, {"from": "health system", "title": "contextual proximity", "to": "service provision", "width": 0.5}, {"from": "health system standardization", "title": "contextual proximity", "to": "private health sector regulation", "width": 1.25}, {"from": "health workers density", "title": "for 10,00 persons", "to": "doctors and nurses/midwives", "width": 1.0}, {"from": "high fees of private sector medical colleges", "title": "Fees for medical education in private sector colleges are as much as 100 times higher than those in government colleges.", "to": "low fees of government medical colleges", "width": 1.0}, {"from": "high fees of private sector medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "high-income countries", "title": "More than 60,000 Indian-born physicians\u2019 now practice in high-income countries [21].", "to": "indian-born physicians", "width": 1.0}, {"from": "higher number of medical colleges per population in india compared to other countries", "title": "The private sector has invested heavily in setting up medical colleges, which has resulted in India having the highest number of medical colleges per population in the world.,contextual proximity", "to": "private sector investment in medical colleges", "width": 1.5}, {"from": "highest employer of doctors in india", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "highest employer of doctors in india", "title": "The private sector is the largest employer of doctors in India.", "to": "private sector healthcare employment", "width": 1.0}, {"from": "highly paid doctors graduating from private sector medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "implementation", "title": "contextual proximity", "to": "service provision", "width": 0.5}, {"from": "implementation", "title": "Implementing uniform standards is crucial in the synergization process between the public and private health sector services for maximizing efficiencies at scale.", "to": "uniform standards", "width": 1.0}, {"from": "implementation of land allocation conditions", "title": "State-of-the-art corporate hospitals were allocated land in prime urban locations on the premise that a set percentage of patients from economically weaker off sections of society would receive care at little-to-no-cost. The government could take steps to ensure implementation of these land allocation conditions.,contextual proximity", "to": "private health sector regulation", "width": 2.25}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "informal providers", "width": 1.25}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "nhm strategies", "width": 1.25}, {"from": "improved management through capacity building", "title": "contextual proximity", "to": "world-class health facilities", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "intense focus on specialization", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "low physician-to-patient ratio", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "overwhelmed physicians", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "primary care physicians", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "private marketplace", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "protect themselves by ordering unnecessary tests and procedures", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "results in delays in attending patients", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "set in", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "tempted to take on more patients than they can reasonably serve", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "thoughtful approach to government planning", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "underpaid physicians", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "unethical practices by pharmaceutical companies", "width": 0.5}, {"from": "increasing violence against healthcare personnel", "title": "contextual proximity", "to": "will not be able to solve this", "width": 0.5}, {"from": "india", "title": "contextual proximity", "to": "indian government", "width": 0.5}, {"from": "india", "title": "contextual proximity", "to": "informal providers", "width": 1.25}, {"from": "india", "title": "This means about 10% of the physicians trained in India have left the country, making it the largest \u00e9migr\u00e9 physician workforce in the world [21].", "to": "largest \u00e9migr\u00e9 physician workforce in the world", "width": 1.0}, {"from": "india", "title": "contextual proximity", "to": "nhm strategies", "width": 1.25}, {"from": "india", "title": "In contrast, the Domestic General Government Health Expenditure was US 8.6%, Brazil 4%, and China\u0027s 2.9% in other middle-income countries and its neighbors.", "to": "other middle-income countries and its neighbors", "width": 1.0}, {"from": "india", "title": "contextual proximity", "to": "public health", "width": 3.0}, {"from": "india", "title": "India has become a leading destination for medical tourism due to the existence of world-class health facilities in urban areas.,contextual proximity", "to": "world-class health facilities", "width": 1.5}, {"from": "india", "title": "reinforces the central role human resources have in healthcare", "to": "skilled health workforce", "width": 1.0}, {"from": "india\u0027s health indicators", "title": "continue to lag behind", "to": "peer nations", "width": 1.0}, {"from": "india\u0027s health indicators", "title": "contextual proximity", "to": "skewed inter-state", "width": 0.5}, {"from": "india\u0027s health indicators", "title": "contextual proximity", "to": "who recommended thresholds", "width": 0.5}, {"from": "indian government", "title": "contextual proximity", "to": "just over $30 billion", "width": 0.5}, {"from": "indian government", "title": "This has resulted in many families falling into poverty every year paying for healthcare they can ill afford.,contextual proximity", "to": "oop expenditures by consumers", "width": 1.5}, {"from": "indian government", "title": "contextual proximity", "to": "other middle-income countries and its neighbors", "width": 0.5}, {"from": "indian government", "title": "contextual proximity", "to": "total expenditure on health in india", "width": 0.5}, {"from": "individualized mentoring", "title": "contextual proximity", "to": "online training", "width": 0.5}, {"from": "individualized mentoring", "title": "providing individualized mentoring help personnel retention and ensure personnel motivation [53].", "to": "personnel retention", "width": 1.0}, {"from": "individualized mentoring", "title": "contextual proximity", "to": "training", "width": 0.5}, {"from": "informal providers", "title": "contextual proximity", "to": "innovations in human resource management", "width": 1.25}, {"from": "informal providers", "title": "contextual proximity", "to": "monitoring progress against standards", "width": 1.25}, {"from": "informal providers", "title": "contextual proximity", "to": "nhm", "width": 1.25}, {"from": "informal providers", "title": "contextual proximity", "to": "nhm strategies", "width": 6.25}, {"from": "informal providers", "title": "Informal providers are also found in rural areas.,contextual proximity", "to": "rural areas", "width": 2.25}, {"from": "informal providers", "title": "Informal providers have adapted to the social norms of their communities.,contextual proximity", "to": "social norms", "width": 2.25}, {"from": "informal providers", "title": "contextual proximity", "to": "urban areas", "width": 1.25}, {"from": "informal providers", "title": "contextual proximity", "to": "urban slums", "width": 1.25}, {"from": "informal providers", "title": "contextual proximity", "to": "world-class health facilities", "width": 2.5}, {"from": "infrastructure", "title": "contextual proximity", "to": "online training", "width": 0.5}, {"from": "infrastructure", "title": "demotivates all employees in public sector", "to": "poor infrastructure", "width": 1.0}, {"from": "infrastructure", "title": "contextual proximity", "to": "training", "width": 0.5}, {"from": "initial evaluation", "title": "The initial evaluation is positive for the RMAs.,contextual proximity", "to": "rural medical assistants (rmas)", "width": 1.5}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "manufacturing protective equipment locally using 3d printing", "width": 0.5}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "remote orthopedic examinations being used successfully", "width": 0.5}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "telemedicine for consultations with healthcare providers", "width": 0.5}, {"from": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "title": "contextual proximity", "to": "uptake of telemedicine during covid-19 pandemic", "width": 0.5}, {"from": "innovations in human resource management", "title": "contextual proximity", "to": "nhm strategies", "width": 1.25}, {"from": "innovations in human resource management", "title": "contextual proximity", "to": "world-class health facilities", "width": 0.5}, {"from": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "title": "contextual proximity", "to": "medical education", "width": 0.5}, {"from": "interplay between private corporate sector, pharmaceutical industries, medical education, and healthcare services", "title": "The NMC Act remains silent about the interplay between these entities, which introduces ambiguity and requires clarification in tandem with other reforms for a coordinated implementation.,contextual proximity", "to": "nmc act", "width": 1.5}, {"from": "limited uptake", "title": "The majority of Indians (up to 80.9% in urban and 85.9% in rural) still do not have health insurance.,The recently started National Health Protection Mission has limited uptake,contextual proximity", "to": "national health protection mission", "width": 3.0}, {"from": "low fees of government medical colleges", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "low physician-to-patient ratio", "title": "A low physician-to-patient ratio leads to delays in attending patients.", "to": "results in delays in attending patients", "width": 1.0}, {"from": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "majority of young and early career doctors facing erosion of status and opportunities in the private healthcare sector", "title": "A small number of \u2018star\u2019 doctors with flourishing practices can set their rules, but the majority of young and early career doctors face a simultaneous erosion of their status and opportunity.", "to": "star doctors with flourishing practices in the private healthcare sector", "width": 1.0}, {"from": "medical commission", "title": "contextual proximity", "to": "medical education", "width": 0.5}, {"from": "medical commission", "title": "contextual proximity", "to": "nmc act", "width": 0.5}, {"from": "medical commission", "title": "The National Medical Council India replaced the inept Medical Commission in 2019 with the aim of improving the regulation of health professionals and medical education.", "to": "national medical council (nmc)", "width": 1.0}, {"from": "medical devices", "title": "Medical devices, mobile health apps, and wearable, trackable technology have all enhanced opportunities for personalized care, self-management, behavior modification and tele-monitoring of patients.", "to": "wearable, trackable technology", "width": 1.0}, {"from": "medical education", "title": "contextual proximity", "to": "national medical council (nmc)", "width": 0.5}, {"from": "medical education", "title": "contextual proximity", "to": "nmc act", "width": 1.0}, {"from": "medical education", "title": "States should be given more autonomy in adopting medical education to match the local context.,contextual proximity", "to": "state", "width": 1.5}, {"from": "medical education", "title": "contextual proximity", "to": "universal health coverage", "width": 0.5}, {"from": "medical tourism", "title": "contextual proximity", "to": "private health sector", "width": 2.5}, {"from": "medical tourism hub", "title": "State-of-the-art corporate hospitals provide world class care and have made India one of the major hubs for medical tourism.,contextual proximity", "to": "private health sector regulation", "width": 2.25}, {"from": "methodology used", "title": "contextual proximity", "to": "who recommended thresholds", "width": 0.5}, {"from": "methodology used", "title": "The methodology used is the READ approach, which is a systematic approach for document analysis in health policy research, consisting of readying one\u0027s materials, extracting the data, and analyzing it to distill the findings.", "to": "read approach", "width": 1.0}, {"from": "monitoring progress against standards", "title": "contextual proximity", "to": "nhm strategies", "width": 1.25}, {"from": "monitoring progress against standards", "title": "contextual proximity", "to": "world-class health facilities", "width": 0.5}, {"from": "narayana health", "title": "contextual proximity", "to": "national health mission (nhm)", "width": 0.5}, {"from": "narayana health", "title": "contextual proximity", "to": "private health sector", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "out-of-pocket (oop) expenditure", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "physicians", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "private health sector", "width": 1.0}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "public and private health sectors", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "public hospital beds", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "quality care", "width": 0.5}, {"from": "national health mission (nhm)", "title": "The National Health Mission (NHM) aims to increase the quantum of services provided.,contextual proximity", "to": "quantum of services provided", "width": 1.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "vulnerable populations", "width": 0.5}, {"from": "national health mission (nhm)", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 0.5}, {"from": "national medical council", "title": "The authors identify the opportunities available within the newly created National Medical Council and the recent increase in the federal health budget.", "to": "recent increase in the federal health budget", "width": 1.0}, {"from": "national medical council", "title": "contextual proximity", "to": "who recommended thresholds", "width": 0.5}, {"from": "national medical council (nmc)", "title": "contextual proximity", "to": "nmc act", "width": 0.5}, {"from": "new rules for reasonable costs and cap profit margins", "title": "The private health sector remains largely unregulated. The government could create and enforce new rules to ensure reasonable costs to patients and cap the profit margins of the hospitals.,contextual proximity", "to": "private health sector regulation", "width": 2.25}, {"from": "nhm", "title": "contextual proximity", "to": "nhm strategies", "width": 1.25}, {"from": "nhm", "title": "contextual proximity", "to": "world-class health facilities", "width": 0.5}, {"from": "nhm strategies", "title": "contextual proximity", "to": "rural areas", "width": 1.25}, {"from": "nhm strategies", "title": "contextual proximity", "to": "social norms", "width": 1.25}, {"from": "nhm strategies", "title": "contextual proximity", "to": "urban areas", "width": 1.25}, {"from": "nhm strategies", "title": "contextual proximity", "to": "urban slums", "width": 1.25}, {"from": "nhm strategies", "title": "contextual proximity", "to": "world-class health facilities", "width": 2.5}, {"from": "nmc act", "title": "contextual proximity", "to": "state", "width": 0.5}, {"from": "nmc act", "title": "The NMC Act aims to improve the regulation of health professionals and medical education, which is essential for achieving universal health coverage.,contextual proximity", "to": "universal health coverage", "width": 1.5}, {"from": "non-hierarchical work environment", "title": "contextual proximity", "to": "online training", "width": 0.5}, {"from": "non-hierarchical work environment", "title": "contextual proximity", "to": "training", "width": 0.5}, {"from": "non-hierarchical work environment", "title": "using a non-hierarchical work environment,", "to": "work environment", "width": 1.0}, {"from": "online training", "title": "contextual proximity", "to": "personnel retention", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "providing ongoing training", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "services they have been trained for", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "sourcing health personnel", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "training", "width": 1.0}, {"from": "online training", "title": "contextual proximity", "to": "training initiative", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "transparency in creating training schedules", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "upgrading skills of nurses", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "well-equipped personnel", "width": 0.5}, {"from": "online training", "title": "contextual proximity", "to": "work environment", "width": 0.5}, {"from": "out-of-pocket (oop) expenditure", "title": "contextual proximity", "to": "private health sector", "width": 0.5}, {"from": "out-of-pocket expenditure", "title": "contextual proximity", "to": "private health sector", "width": 2.5}, {"from": "overarching", "title": "contextual proximity", "to": "service provision", "width": 0.5}, {"from": "overarching", "title": "A broad overarching policy is essential to ensure India\u2019s health system is able to provide affordable, accessible, quality care for its citizens and synergize the services between the public and private health sector.", "to": "policy", "width": 1.0}, {"from": "overwhelmed physicians", "title": "Overwhelmed physicians protect themselves by ordering unnecessary tests and procedures.", "to": "protect themselves by ordering unnecessary tests and procedures", "width": 1.0}, {"from": "patients", "title": "contextual proximity", "to": "private health sector", "width": 2.5}, {"from": "performance targets and practice constraints on doctors\u0027 professional autonomy in the corporate healthcare sector", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "personnel retention", "title": "contextual proximity", "to": "training", "width": 0.5}, {"from": "physicians", "title": "contextual proximity", "to": "private health sector", "width": 0.5}, {"from": "policy", "title": "contextual proximity", "to": "service provision", "width": 0.5}, {"from": "primary care", "title": "contextual proximity", "to": "private health sector", "width": 2.5}, {"from": "primary health centers", "title": "The RMAs work at Primary Health Centers.,contextual proximity", "to": "rural medical assistants (rmas)", "width": 1.5}, {"from": "private health sector", "title": "contextual proximity", "to": "public and private health sectors", "width": 0.5}, {"from": "private health sector", "title": "contextual proximity", "to": "public hospital beds", "width": 0.5}, {"from": "private health sector", "title": "The for-profit private health sector is perceived to provide quality care.,contextual proximity", "to": "quality care", "width": 1.5}, {"from": "private health sector", "title": "Patients perceive higher quality of care in the private health sector.,contextual proximity", "to": "quality of care", "width": 3.5}, {"from": "private health sector", "title": "contextual proximity", "to": "quantum of services provided", "width": 0.5}, {"from": "private health sector", "title": "The trend towards medicalization and corporatization remains largely unregulated in the private health sector.,contextual proximity", "to": "regulation", "width": 3.5}, {"from": "private health sector", "title": "The aims and service provision by the private health sector are different, and they should be synergized with the public health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "service provision", "width": 1.5}, {"from": "private health sector", "title": "The private health sector is rapidly expanding to tier II and III cities.,contextual proximity", "to": "tier ii and iii cities", "width": 3.5}, {"from": "private health sector", "title": "contextual proximity", "to": "unmet demand for healthcare services", "width": 2.5}, {"from": "private health sector", "title": "contextual proximity", "to": "vulnerable populations", "width": 0.5}, {"from": "private health sector", "title": "contextual proximity", "to": "world health organization\u0027s recommended", "width": 0.5}, {"from": "private health sector regulation", "title": "contextual proximity", "to": "private health sector utilization", "width": 1.25}, {"from": "private health sector systems", "title": "growing divide between the", "to": "public", "width": 1.0}, {"from": "private marketplace", "title": "The private marketplace will not be able to solve this issue.", "to": "will not be able to solve this", "width": 1.0}, {"from": "private sector", "title": "contextual proximity", "to": "who recommended thresholds", "width": 0.5}, {"from": "private sector", "title": "The authors describe these issues by providing an overview of the public and private sectors and the growing divide between them due to their divergent strategies, with the latter now having a booming medical tourism industry and a burgeoning number of medical schools.", "to": "public sector", "width": 1.0}, {"from": "private sector healthcare employment", "title": "contextual proximity", "to": "private sector investment in medical colleges", "width": 0.5}, {"from": "private sector investment in medical colleges", "title": "contextual proximity", "to": "profitable medical colleges", "width": 0.5}, {"from": "private sector investment in medical colleges", "title": "contextual proximity", "to": "star doctors with flourishing practices in the private healthcare sector", "width": 0.5}, {"from": "providing ongoing training", "title": "contextual proximity", "to": "training", "width": 0.5}, {"from": "public health sector", "title": "The aims and service provision by the public health sector are different, and they should be synergized with the private health sector services for maximizing efficiencies at scale.,contextual proximity", "to": "service 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1/1 [00:00<00:00, 17.20it/s]" + "100%|██████████| 1/1 [00:01<00:00, 1.82s/it]" ] }, { @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -135,31 +135,31 @@ " 0\n", " Abstract India’s health indicators have improv...\n", " data_input/cureus/cureus-0015-00000040274.txt\n", - " d6c50af2f56d482db830d502516192d6\n", + " 0f56d8fbefa04f1e877f573938f78ff1\n", " \n", " \n", " 1\n", " Categories: Public Health, Epidemiology/Public...\n", " data_input/cureus/cureus-0015-00000040274.txt\n", - " 278e3d8ae6714f889a984c217a3d166d\n", + " 92789b719a254c8385327b9d243935b6\n", " \n", " \n", " 2\n", " Introduction And Background India’s health ind...\n", " data_input/cureus/cureus-0015-00000040274.txt\n", - " 813107203afb4531ae915f7bf459b501\n", + " 9eefb3bf352a459c8895f272b632724e\n", " \n", " \n", " 3\n", " An extensive literature search was performed, ...\n", " data_input/cureus/cureus-0015-00000040274.txt\n", - " 67d0704481e243539db4effb9664c48f\n", + " 7c21bdb708d14855b7b3de9d8564b175\n", " \n", " \n", " 4\n", " Review Overview of the public and private heal...\n", " data_input/cureus/cureus-0015-00000040274.txt\n", - " 01029501dd3249738f761a6fe1d19ece\n", + " bfc37e1213e7428d963fdac63eb80079\n", " \n", " \n", "\n", @@ -181,14 +181,14 @@ "4 data_input/cureus/cureus-0015-00000040274.txt \n", "\n", " chunk_id \n", - "0 d6c50af2f56d482db830d502516192d6 \n", - "1 278e3d8ae6714f889a984c217a3d166d \n", - "2 813107203afb4531ae915f7bf459b501 \n", - "3 67d0704481e243539db4effb9664c48f \n", - "4 01029501dd3249738f761a6fe1d19ece " + "0 0f56d8fbefa04f1e877f573938f78ff1 \n", + "1 92789b719a254c8385327b9d243935b6 \n", + "2 9eefb3bf352a459c8895f272b632724e \n", + "3 7c21bdb708d14855b7b3de9d8564b175 \n", + "4 bfc37e1213e7428d963fdac63eb80079 " ] }, - "execution_count": 21, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -209,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -340,7 +340,7 @@ "7 ae0fd26675d645e787964255667e90f4 4 " ] }, - "execution_count": 23, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -378,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -477,7 +477,7 @@ "2831 contextual proximity " ] }, - "execution_count": 24, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -522,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -703,7 +703,7 @@ "[758 rows x 5 columns]" ] }, - "execution_count": 25, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -727,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -736,7 +736,7 @@ "(215,)" ] }, - "execution_count": 26, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -748,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -780,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -810,7 +810,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -843,31 +843,31 @@ " \n", " 0\n", " 56 articles\n", - " #ad57db\n", + " #db57db\n", " 1\n", " \n", " \n", " 1\n", " analysis\n", - " #ad57db\n", + " #db57db\n", " 1\n", " \n", " \n", " 2\n", " corresponding authors' experiential knowledge\n", - " #ad57db\n", + " #db57db\n", " 1\n", " \n", " \n", " 3\n", " extensive literature search\n", - " #ad57db\n", + " #db57db\n", " 1\n", " \n", " \n", " 4\n", " peer-reviewed journals\n", - " #ad57db\n", + " #db57db\n", " 1\n", " \n", " \n", @@ -879,31 +879,31 @@ " \n", " 210\n", " rural medical assistants (rmas)\n", - " #57db6e\n", + " #57bcdb\n", " 15\n", " \n", " \n", " 211\n", " limited uptake\n", - " #57bcdb\n", + " #db57ac\n", " 16\n", " \n", " \n", " 212\n", " national health protection mission\n", - " #57bcdb\n", + " #db57ac\n", " 16\n", " \n", " \n", " 213\n", " private health sector systems\n", - " #578ddb\n", + " #57dbcc\n", " 17\n", " \n", " \n", " 214\n", " public\n", - " #578ddb\n", + " #57dbcc\n", " 17\n", " \n", " \n", @@ -913,22 +913,22 @@ ], "text/plain": [ " node color group\n", - "0 56 articles #ad57db 1\n", - "1 analysis #ad57db 1\n", - "2 corresponding authors' experiential knowledge #ad57db 1\n", - "3 extensive literature search #ad57db 1\n", - "4 peer-reviewed journals #ad57db 1\n", + "0 56 articles #db57db 1\n", + "1 analysis #db57db 1\n", + "2 corresponding authors' experiential knowledge #db57db 1\n", + "3 extensive 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null, "metadata": {}, "outputs": [], - "source": [ - "SYS_PROMPT = (\n", - " \"You are a network graph maker who extracts terms and their relations from a given context. \"\n", - " \"You are provided with a context chunk (delimited by ```) Your task is to extract the ontology \"\n", - " \"of terms mentioned in the given context. 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