{"id":"W1995706545","doi":"10.1377/hlthaff.21.1.169","title":"New Opportunities For Old Mistakes","year":2002,"lang":"en","type":"article","venue":"Health Affairs","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research","funders":"","keywords":"Medicine; Workforce; Health care; Cardiothoracic surgery; Graduate medical education; Family medicine; Medical education; Accreditation; Surgery; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000422207,0.0001126346,0.0002946101,0.0001649962,0.0001531382,0.00003655312,0.0001318879,0.00005499008,0.0008117667],"category_scores_gemma":[0.00006232479,0.0001380253,0.00008160914,0.0000921839,0.00001784035,0.0001046705,0.00001327491,0.00007204295,0.0003807829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313443,"about_ca_system_score_gemma":0.00004668155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003293925,"about_ca_topic_score_gemma":0.000327054,"domain_scores_codex":[0.9986469,0.00001160588,0.0005439621,0.0002648602,0.00002745915,0.0005051862],"domain_scores_gemma":[0.9990841,0.00004643215,0.0002232048,0.0002613901,0.00001348286,0.0003713967],"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":[0.000003172572,0.00002005009,0.00007235389,0.0001875748,0.00000809656,9.665765e-7,0.0007521223,0.000002673878,2.844775e-8,0.6100593,0.3641497,0.02474396],"study_design_scores_gemma":[0.0003726381,0.0001306075,0.0001659552,0.00001588652,0.000001011314,0.000001138128,0.001181354,0.0005986044,0.000001346694,0.01296541,0.9844337,0.0001324205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0003511141,0.01282618,0.023506,0.5842766,0.001269559,0.001246252,0.0004127498,0.0002133193,0.3758982],"genre_scores_gemma":[0.7914442,0.0043984,0.01109064,0.02897286,0.0009220405,0.0002018359,0.00004452142,0.00007078891,0.1628547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7910931,"threshold_uncertainty_score":0.8888276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815588935788687,"score_gpt":0.2994257171681931,"score_spread":0.01786682358932445,"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."}}