{"id":"W2891664195","doi":"10.1016/j.athoracsur.2018.07.043","title":"Graduate Subspecialty and Perceptions of Cardiothoracic Surgery Training: A 60-Year Retrospective Study","year":2018,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiothoracic surgery; Subspecialty; Cardiac surgery; Surgery; General surgery; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001373336,0.0003496932,0.000508174,0.001396426,0.001602167,0.00144894,0.0005036538,0.001141841,0.002479787],"category_scores_gemma":[0.004203615,0.0006311724,0.0008818595,0.0016434,0.001055038,0.001898965,0.001734017,0.001646129,0.0006201923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009071222,"about_ca_system_score_gemma":0.001148986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0148414,"about_ca_topic_score_gemma":0.0179087,"domain_scores_codex":[0.9988896,0.0002554651,0.0001312281,0.0001658759,0.0001917506,0.0003661653],"domain_scores_gemma":[0.9949793,0.0006417544,0.001610061,0.0002268421,0.0005692681,0.001972874],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004804239,0.0001891349,0.9983462,0.000005014661,0.00002024825,0.00005660777,0.0008229834,0.000008990925,0.00005050694,0.00001301183,0.00006440896,0.0003748572],"study_design_scores_gemma":[0.000005641926,0.000228121,0.992538,0.00001004302,0.00001556292,0.0001711806,0.006713263,0.00003847058,0.00002790207,0.00001433012,0.0002291567,0.000008343062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999511,0.00006467769,0.00001902121,0.00005503995,0.000006224629,0.000006209866,0.00009396701,7.776674e-7,0.0002431946],"genre_scores_gemma":[0.9994686,0.00007069876,0.00001947335,0.00006630161,0.000008506807,0.000008497434,0.0001684114,0.000001366126,0.0001880768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986266,"threshold_uncertainty_score":0.02951002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2661833897472703,"score_gpt":0.4267215399445095,"score_spread":0.1605381501972392,"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."}}