{"id":"W4297814902","doi":"10.46692/9781447352167","title":"Medical Doctors in Health Reforms","year":2022,"lang":"en","type":"book","venue":"Bristol University Press eBooks","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Healthcare system; Health care; Political science; Medicine; Law","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":[0.005665606,0.0001600332,0.0002817269,0.001587782,0.00717608,0.007411488,0.000552865,0.00654583,0.01320318],"category_scores_gemma":[0.01671047,0.0002636216,0.0001907619,0.003269759,0.0136806,0.004527499,0.004175868,0.004211491,0.001068919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02889853,"about_ca_system_score_gemma":0.04341332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1940857,"about_ca_topic_score_gemma":0.3209451,"domain_scores_codex":[0.9905556,0.004033942,0.0001428106,0.0002629472,0.002035152,0.002969631],"domain_scores_gemma":[0.9902586,0.005574521,0.0006377533,0.0002982034,0.0009686867,0.002262261],"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":[0.00004227335,0.00002639472,0.001077495,0.0001364857,0.000004419353,0.0001272423,0.007183623,0.0001660183,0.00007277528,0.8073265,0.160687,0.02314986],"study_design_scores_gemma":[0.00005979792,0.00003156389,0.00680466,0.0005169985,0.000007915642,0.00007943891,0.007322396,0.00007842272,0.000116937,0.0606015,0.9243639,0.00001644233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01283528,0.04368063,0.0002426172,0.4792117,0.001342739,0.00003195307,0.0001038485,0.00001868323,0.4625326],"genre_scores_gemma":[0.6494693,0.03536738,0.0004478671,0.1471409,0.003964781,0.00006083158,0.0001225387,0.00003168473,0.1633948],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1940857,"threshold_uncertainty_score":0.385912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06320393676619733,"score_gpt":0.3734221741297983,"score_spread":0.310218237363601,"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."}}