{"id":"W127980255","doi":"10.1136/bmj.325.7366.711","title":"What's a good doctor and how do you make one?","year":2002,"lang":"en","type":"letter","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Psychology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0006579071,0.0004410118,0.0009356334,0.0002262406,0.000611307,0.0001462937,0.0003502704,0.00206132,0.003047434],"category_scores_gemma":[0.0001633301,0.0003894799,0.0001616932,0.0001451726,0.00007395286,0.0003046196,0.0003086705,0.004484867,0.001515393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004597781,"about_ca_system_score_gemma":0.000868883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009633802,"about_ca_topic_score_gemma":0.0001458004,"domain_scores_codex":[0.9963221,0.0006916976,0.0005654402,0.0006567697,0.0005846841,0.001179302],"domain_scores_gemma":[0.9972771,0.0008550756,0.0005318054,0.0009646874,0.0001581939,0.000213137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001180638,0.000012139,0.002442996,0.002063446,0.00005986964,0.0002263851,0.0006118511,4.82591e-9,8.141924e-7,0.0001275094,0.9871968,0.007246383],"study_design_scores_gemma":[0.0007266215,0.00006780867,0.004098819,0.0007125163,0.00008648699,0.00001492394,0.0002971148,8.121988e-7,2.710455e-7,0.0002310702,0.9933375,0.0004261325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002175614,0.004429556,0.000005125937,0.9310098,0.006170464,0.001936253,0.0001509838,0.0001743536,0.05590593],"genre_scores_gemma":[0.000035043,0.002981956,0.0003066251,0.7073185,0.01494407,0.0003807152,0.0001926251,0.00008121796,0.2737593],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2236913,"threshold_uncertainty_score":0.9998557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015151579235826,"score_gpt":0.4144016651338675,"score_spread":0.3128865072102849,"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."}}