{"id":"W4387345865","doi":"10.1016/j.cjca.2023.09.031","title":"Medical Student Career Perceptions of Cardiac Surgery and Cardiology","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Dalhousie University","funders":"","keywords":"Mentorship; Specialty; Medicine; Medical education; Pace; Disease; Cardiothoracic surgery; Cardiology; Perception; Family medicine; Internal medicine; Surgery; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00528481,0.0002269261,0.0004175772,0.001739108,0.006229918,0.005301855,0.0005808081,0.001388923,0.00977285],"category_scores_gemma":[0.01888953,0.0002716527,0.0004737999,0.000822859,0.002125265,0.001287381,0.005213106,0.003612244,0.0007554729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002981288,"about_ca_system_score_gemma":0.007659435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01567316,"about_ca_topic_score_gemma":0.04623888,"domain_scores_codex":[0.9947783,0.001734165,0.0002474963,0.0001690062,0.001374384,0.001696694],"domain_scores_gemma":[0.9479982,0.006018261,0.005067072,0.0002960095,0.004965513,0.03565487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003294586,0.001834935,0.8361993,0.0001842642,0.00009995003,0.0007057743,0.1157736,0.0001265076,0.0008991763,0.003523864,0.01259669,0.02772638],"study_design_scores_gemma":[0.00004035217,0.0004433115,0.5713626,0.0002980132,0.00002733311,0.0005157832,0.4119428,0.0002345472,0.0001706551,0.0007297958,0.01418037,0.00005437404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810663,0.0003487202,0.00005960856,0.005800819,0.0002499088,0.00001760485,0.00005780242,0.000003850308,0.01239526],"genre_scores_gemma":[0.9967363,0.0002582003,0.00004858871,0.001122442,0.00007848476,0.000008879212,0.00004138291,0.000003554547,0.001702123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01567316,"threshold_uncertainty_score":0.03269339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637443959369021,"score_gpt":0.3044881108073224,"score_spread":0.2681136712136322,"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."}}