{"id":"W297973527","doi":"","title":"Health Care is a Knowledge Industry, and Should Be More So","year":2011,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Demographic economics; Immigration; Health care; Disease; Demography; Medicine; Geography; Actuarial science; Gerontology; Psychology; Economics; Environmental health; Economic growth; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01392652,0.0008271345,0.001520361,0.004852966,0.00480605,0.01959354,0.002511428,0.006268527,0.08629802],"category_scores_gemma":[0.05276164,0.0006129968,0.001114235,0.01085944,0.01093248,0.01867999,0.00597838,0.01260925,0.02984693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01415271,"about_ca_system_score_gemma":0.03463936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1774756,"about_ca_topic_score_gemma":0.1602461,"domain_scores_codex":[0.9802412,0.004513191,0.0008676398,0.001833803,0.009884551,0.002659576],"domain_scores_gemma":[0.9246955,0.02148411,0.004471197,0.0127626,0.02417315,0.01241338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006087862,0.000066842,0.004265156,0.0007228833,0.00006546894,0.00008540006,0.0007912407,0.0001423657,0.0002837378,0.07194667,0.7365929,0.1849765],"study_design_scores_gemma":[0.00001389823,0.00002749326,0.004736187,0.0009925534,0.00001864518,0.00009071699,0.001351426,0.00006934875,0.0001129612,0.0167033,0.9758482,0.00003522342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001555865,0.01573636,0.002388656,0.8298495,0.01110406,0.00006650638,0.001777786,0.0004619345,0.1370593],"genre_scores_gemma":[0.09212158,0.06736225,0.02255017,0.6419996,0.02325278,0.0001768056,0.005646119,0.001299735,0.145591],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1774756,"threshold_uncertainty_score":0.3528851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.19690405978321,"score_gpt":0.5066883808322865,"score_spread":0.3097843210490765,"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."}}