{"id":"W4256497842","doi":"10.15173/m.v1i20.785","title":"Healthcare Transformation","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mandate; Health care; Public relations; Political science; Nature versus nurture; Medical education; Healthcare system; Sociology; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003526527,0.0004456984,0.0002807801,0.000594297,0.005828536,0.01013568,0.00113174,0.004022263,0.04775878],"category_scores_gemma":[0.009405363,0.0002162567,0.0005557447,0.0009172453,0.006976076,0.003578581,0.008883661,0.006230338,0.008516897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02480071,"about_ca_system_score_gemma":0.06871759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2298256,"about_ca_topic_score_gemma":0.2463948,"domain_scores_codex":[0.9931854,0.001225413,0.0001573163,0.0006953893,0.002290196,0.002446225],"domain_scores_gemma":[0.9954873,0.0003297693,0.0001181124,0.000409864,0.001256276,0.002398714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001492065,0.00004851559,0.001208722,0.0000635621,0.00001027264,0.0001992063,0.003229442,0.0001740912,0.0002241386,0.4899185,0.4465919,0.05831664],"study_design_scores_gemma":[0.000004097645,0.0000107453,0.0007771612,0.000063561,0.000001545286,0.00007738786,0.002367672,0.00007265065,0.00006206179,0.02055627,0.9760006,0.000006203431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004591904,0.002756153,0.00294226,0.2909595,0.005293181,0.0001277305,0.0002528276,0.000165453,0.692911],"genre_scores_gemma":[0.2901806,0.0051651,0.004143236,0.1471534,0.001763393,0.000153233,0.0007645893,0.000235634,0.5504408],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2298256,"threshold_uncertainty_score":0.4569758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09608407542859396,"score_gpt":0.4714261409193145,"score_spread":0.3753420654907206,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}