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// parsing and collecting nodes and edges from the python - nodes = new vis.DataSet([{"font": {"color": "#cccccc"}, "group": 1, "id": "56 articles", "label": "56 articles", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 1, "id": "extensive literature search", "label": "extensive literature search", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 2, "id": "[54]", "label": "[54]", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "increasing violence against healthcare personnel", "label": "increasing violence against healthcare personnel", "shape": "dot", "size": 20}, {"font": {"color": "#cccccc"}, "group": 2, "id": "unethical practices by pharmaceutical companies", "label": "unethical practices by pharmaceutical companies", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "[55]", "label": "[55]", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "intense focus on specialization", "label": "intense focus on specialization", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "a bad situation", "label": "a bad situation", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 2, "id": "a worrisome new trend", "label": "a worrisome new trend", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 3, "id": "accredit health facilities", "label": "accredit health facilities", "shape": "dot", "size": 8}, {"font": {"color": "#cccccc"}, "group": 3, "id": "enforcement of existing rules", "label": "enforcement of existing rules", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 3, "id": "health insurance scheme for central government employees", "label": "health insurance scheme for central government employees", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 3, "id": "health system standardization", "label": "health system standardization", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 3, "id": "implementation of land allocation conditions", "label": "implementation of land allocation conditions", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 3, "id": "medical tourism hub", "label": "medical tourism hub", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "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}, {"font": {"color": "#cccccc"}, "group": 3, "id": "private health sector regulation", "label": "private health sector regulation", "shape": "dot", "size": 8}, {"font": {"color": "#cccccc"}, "group": 3, "id": "private health sector utilization", "label": "private health sector utilization", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "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}, {"font": {"color": "#cccccc"}, "group": 4, "id": "live register for health personnel and infrastructure", "label": "live register for health personnel and infrastructure", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "adequately compensated", "label": "adequately compensated", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "primary care physicians", "label": "primary care physicians", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 5, "id": "adoption", "label": "adoption", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 5, "id": "online training", "label": "online training", "shape": "dot", "size": 19}, {"font": {"color": "#cccccc"}, "group": 5, "id": "training", "label": "training", "shape": "dot", "size": 21}, {"font": {"color": "#cccccc"}, "group": 5, "id": "affordable, accessible, quality care", "label": 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"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}, {"font": {"color": "#cccccc"}, "group": 7, "id": "allocated budget to healthcare", "label": "allocated budget to healthcare", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 7, "id": "indian government", "label": "indian government", "shape": "dot", "size": 8}, {"font": {"color": "#cccccc"}, "group": 7, "id": "government of india", "label": "government of india", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 1, "id": "analysis", "label": "analysis", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 1, "id": "corresponding authors\u0027 experiential knowledge", "label": "corresponding authors\u0027 experiential knowledge", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 8, "id": "anm", "label": "anm", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 8, "id": "asha", "label": "asha", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 8, "id": "female community health workers", "label": "female community health workers", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 8, "id": "government employee", "label": "government employee", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 8, "id": "private contractor", "label": "private contractor", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 7, "id": "ashas", "label": "ashas", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 7, "id": "contractors", "label": "contractors", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 7, "id": "contractual personnel", "label": "contractual personnel", "shape": "dot", "size": 15}, {"font": {"color": "#cccccc"}, "group": 7, "id": "doctors", "label": "doctors", "shape": "dot", "size": 28}, {"font": {"color": "#cccccc"}, "group": 7, "id": "ayush doctors", "label": "ayush doctors", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 7, "id": "ayushman bharat", "label": "ayushman bharat", "shape": "dot", "size": 13}, {"font": {"color": "#cccccc"}, "group": 7, "id": "demotivation", "label": "demotivation", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 7, "id": "financially protected from catastrophic health expenses", "label": "financially protected from catastrophic health expenses", "shape": "dot", "size": 13}, {"font": {"color": "#cccccc"}, "group": 7, "id": "healthcare facilities", "label": "healthcare facilities", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 7, "id": "high-income countries", "label": "high-income countries", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "india", "label": "india", "shape": "dot", "size": 14}, {"font": {"color": "#cccccc"}, "group": 7, "id": "indian-born physicians", "label": "indian-born physicians", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "largest \u00e9migr\u00e9 physician workforce in the world", "label": "largest \u00e9migr\u00e9 physician workforce in the world", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "poor", "label": "poor", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "private health sector", "label": "private health sector", "shape": "dot", "size": 28}, {"font": {"color": "#cccccc"}, "group": 7, "id": "publicly financed health insurance scheme for the poor", "label": "publicly financed health insurance scheme for the poor", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 7, "id": "publicly financed purchasing of services from private providers", "label": "publicly financed purchasing of services from private providers", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "viability concerns", "label": "viability concerns", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "cadres", "label": "cadres", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "informal providers", "label": "informal providers", "shape": "dot", "size": 16}, {"font": {"color": "#cccccc"}, "group": 7, "id": "nhm", "label": "nhm", "shape": "dot", "size": 4}, {"font": {"color": "#cccccc"}, "group": 7, "id": "nhm strategies", "label": "nhm strategies", "shape": "dot", "size": 16}, {"font": {"color": "#cccccc"}, "group": 7, "id": "world-class health facilities", "label": "world-class health facilities", "shape": "dot", "size": 16}, {"font": {"color": "#cccccc"}, "group": 2, "id": "can reverse the situation", "label": "can reverse the situation", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 2, "id": "thoughtful approach to government planning", "label": "thoughtful approach to government planning", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "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}, {"font": {"color": "#cccccc"}, "group": 9, "id": "centralization", "label": "centralization", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 9, "id": "medical education", "label": "medical education", "shape": "dot", "size": 7}, {"font": {"color": "#cccccc"}, "group": 9, "id": "nmc act", "label": "nmc act", "shape": "dot", "size": 7}, {"font": {"color": "#cccccc"}, "group": 5, "id": "clinical and social skills", "label": "clinical and social skills", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "providing ongoing training", "label": "providing ongoing training", "shape": "dot", "size": 3}, 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{"font": {"color": "#cccccc"}, "group": 14, "id": "methodology used", "label": "methodology used", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 14, "id": "read approach", "label": "read approach", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 14, "id": "national medical council", "label": "national medical council", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 14, "id": "recent increase in the federal health budget", "label": "recent increase in the federal health budget", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 5, "id": "non-hierarchical work environment", "label": "non-hierarchical work environment", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "work environment", "label": "work environment", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "services they have been trained for", "label": "services they have been trained for", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "training initiative", "label": "training initiative", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "upgrading skills of nurses", "label": "upgrading skills of nurses", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "well-equipped personnel", "label": "well-equipped personnel", "shape": "dot", "size": 3}, {"font": {"color": "#cccccc"}, "group": 5, "id": "out-of-pocket expenditure", "label": "out-of-pocket expenditure", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "patients", "label": "patients", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "primary care", "label": "primary care", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 15, "id": "primary health centers", "label": "primary health centers", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "quality of care", "label": "quality of care", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "regulation", "label": "regulation", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "tier ii and iii cities", "label": "tier ii and iii cities", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 5, "id": "unmet demand for healthcare services", "label": "unmet demand for healthcare services", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 17, "id": "private health sector systems", "label": "private health sector systems", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 17, "id": "public", "label": "public", "shape": "dot", "size": 1}, {"font": {"color": "#cccccc"}, "group": 14, "id": "private sector", "label": "private sector", "shape": "dot", "size": 2}, {"font": {"color": "#cccccc"}, "group": 10, "id": "profitable medical colleges", "label": "profitable medical 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"to": "health system standardization", "width": 1}, {"from": "accredit health facilities", "title": "contextual proximity", "to": "implementation of land allocation conditions", "width": 1}, {"from": "accredit health facilities", "title": "contextual proximity", "to": "medical tourism hub", "width": 1}, {"from": "accredit health facilities", "title": "contextual proximity", "to": "new rules for reasonable costs and cap profit margins", "width": 1}, {"from": "accredit health facilities", "title": "contextual proximity", "to": "private health sector regulation", "width": 1}, {"from": "accredit health facilities", "title": "contextual proximity", "to": "private health sector utilization", "width": 1}, {"from": "accurate data about the quantity and geospatial location of its manpower", "title": "Having accurate data about the quantity and geospatial location of its manpower will increase the efficiency and effectiveness of its utilization.,contextual proximity", "to": "live register for 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"title": "contextual proximity", "to": "medical devices", "width": 1}, {"from": "digital technology", "title": "contextual proximity", "to": "online training management information systems", "width": 1}, {"from": "digital technology", "title": "contextual proximity", "to": "wearable, trackable technology", "width": 1}, {"from": "doctor-to-population ratio", "title": "contextual proximity", "to": "government-funded health sector", "width": 1}, {"from": "doctor-to-population ratio", "title": "contextual proximity", "to": "national health mission (nhm)", "width": 1}, {"from": "doctor-to-population ratio", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "doctor-to-population ratio", "title": "The World Health Organization recommends a doctor-to-population ratio of 1:1,000.", "to": "world health organization\u0027s recommended", "width": 1}, {"from": "doctors", "title": "contextual proximity", "to": "financially protected from catastrophic health 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"contextual proximity", "to": "training", "width": 1}, {"from": "erratic posting of personnel", "title": "Lack of transparency in creating training schedules, coupled with the erratic posting of personnel, all too often results in the same personnel staying at district or state headquarters, where living conditions are generally better than in the underserved regions.", "to": "transparency in creating training schedules", "width": 1}, {"from": "evaluations", "title": "contextual proximity", "to": "online training", "width": 1}, {"from": "evaluations", "title": "contextual proximity", "to": "training", "width": 1}, {"from": "expanding application of technology to other portfolios within the health sector", "title": "contextual proximity", "to": "innovations in digital technology supporting delivery of vital healthcare in high-income countries", "width": 1}, {"from": "expanding application of technology to other portfolios within the health sector", "title": "contextual proximity", "to": "manufacturing protective equipment locally using 3d printing", "width": 1}, {"from": "expanding application of technology to other portfolios within the health sector", "title": "contextual proximity", "to": "remote orthopedic examinations being used successfully", "width": 1}, {"from": "expanding application of technology to other portfolios within the health sector", "title": "contextual proximity", "to": "telemedicine for consultations with healthcare providers", "width": 1}, {"from": "expanding application of technology to other portfolios within the health sector", "title": "contextual proximity", "to": "uptake of telemedicine during covid-19 pandemic", "width": 1}, {"from": "extensive literature search", "title": "contextual proximity", "to": "peer-reviewed journals", "width": 1}, {"from": "financially protected from catastrophic health expenses", "title": "contextual proximity", "to": "healthcare facilities", "width": 1}, {"from": "financially protected from catastrophic health 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"national health mission (nhm)", "width": 1}, {"from": "government", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "government of india", "title": "contextual proximity", "to": "indian government", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "narayana health", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "national health mission (nhm)", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "out-of-pocket (oop) expenditure", "width": 1}, {"from": "government-funded health sector", "title": "In 2000, India had 0.576 physicians per 1,000 population in the government-funded health sector.,contextual proximity", "to": "physicians", "width": 1}, {"from": "government-funded health sector", "title": "contextual proximity", "to": "private health sector", "width": 1}, {"from": "government-funded health sector", 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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": 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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 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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 meetings.", "to": "uptake of telemedicine during covid-19 pandemic", "width": 1}, {"from": "tempted to take on more patients than they can reasonably serve", "title": "Underpaid physicians are tempted to take on more patients than they can reasonably serve.", "to": "underpaid physicians", "width": 1}, {"from": "training", "title": "contextual proximity", "to": "training initiative", "width": 1}, {"from": "training", "title": "contextual proximity", "to": "transparency in creating training schedules", "width": 1}, {"from": "training", "title": "contextual proximity", "to": "upgrading skills of nurses", "width": 1}, {"from": "training", "title": "contextual proximity", "to": "well-equipped personnel", "width": 1}, {"from": "training", "title": "contextual proximity", "to": "work environment", "width": 1}, {"from": "training initiative", "title": "A two-year intermittent training initiative for upgrading the skills of nurses was taken by faculty from the University of Nottingham in India.", "to": "upgrading skills of nurses", "width": 1}, {"from": "urban areas", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}, {"from": "urban slums", "title": "contextual proximity", "to": "world-class health facilities", "width": 1}]); nodeColors = {};

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