{"id":"W1968314595","doi":"10.1001/jama.2012.44","title":"Specialization in Medicine","year":2012,"lang":"en","type":"article","venue":"JAMA","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007625046,0.00005221531,0.0001533028,0.00009390093,0.0001246993,0.000001002645,0.00005991229,0.0001183605,0.003792737],"category_scores_gemma":[0.0003299935,0.00004029813,0.00001169701,0.0001794261,0.00001605276,0.0001901585,0.00003400327,0.0002616728,0.0007754816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298816,"about_ca_system_score_gemma":0.00016396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000528486,"about_ca_topic_score_gemma":0.0004159198,"domain_scores_codex":[0.9989656,0.0001880026,0.0002958304,0.00006624345,0.0001194519,0.0003648747],"domain_scores_gemma":[0.9994127,0.000247931,0.00007039755,0.0001280482,0.00004284532,0.0000980828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001253672,0.00001370863,0.5901184,0.00006771825,0.000001193272,9.008602e-7,0.003854305,8.148749e-8,0.00002454138,0.01658541,0.3784516,0.01086961],"study_design_scores_gemma":[0.0005420694,0.000007798503,0.498681,0.00002803146,0.000001755647,2.052646e-7,0.0003858559,0.000001679341,0.000002544435,0.000430681,0.4998941,0.000024205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09780321,0.001141974,0.0003021393,0.0823613,0.003775874,0.0004842411,0.000003765249,0.00008983308,0.8140377],"genre_scores_gemma":[0.8802901,0.0002890655,0.000261113,0.1016657,0.007973448,0.00005732776,0.00004174614,0.00001872707,0.009402796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8046349,"threshold_uncertainty_score":0.9971179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033571920995427,"score_gpt":0.4755893385433111,"score_spread":0.3722321464437684,"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."}}