{"id":"W4213097859","doi":"10.1016/j.xjon.2022.02.021","title":"Insights from the thoracic surgery residents association early-career development series","year":2022,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mentorship; Cardiothoracic surgery; Medicine; Medical education; General surgery; Surgery","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":[0.0003747674,0.0001383481,0.0002860553,0.00004126906,0.0005206368,0.00009922287,0.000315493,0.00004972435,0.0006675794],"category_scores_gemma":[0.0002533592,0.0000979923,0.00007253137,0.0002183442,0.00001810378,0.0002471518,0.0007432107,0.0002075348,0.0002358291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007257274,"about_ca_system_score_gemma":0.0003920838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406151,"about_ca_topic_score_gemma":0.0001384695,"domain_scores_codex":[0.9981376,0.0002604245,0.0003427638,0.0002923772,0.0007599115,0.0002069183],"domain_scores_gemma":[0.998897,0.0003246454,0.0002197351,0.0004058335,0.00007421665,0.00007863659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003051055,0.000150837,0.9518195,0.000006363876,0.000345481,0.0002134224,0.00225483,0.000002056529,0.0001263979,0.00002109837,0.04268032,0.002074597],"study_design_scores_gemma":[0.0003084787,0.00005847155,0.9629397,0.00003311705,0.0001071863,0.0000123035,0.000622694,0.000002999737,0.001193965,0.0002389718,0.03436997,0.0001121354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928102,0.0002091495,0.00000411884,0.002282575,0.0003016283,0.0008022698,0.00001826686,0.00006042294,0.00351138],"genre_scores_gemma":[0.9726338,0.00001121736,0.000500059,0.001148868,0.0000851431,0.0003608633,0.0002239783,0.00002877511,0.02500734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02149596,"threshold_uncertainty_score":0.7309526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537749104206766,"score_gpt":0.2980538246006071,"score_spread":0.2526763335585394,"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."}}