{"id":"W2901076795","doi":"10.1016/j.jtcvs.2018.08.124","title":"Disparity between recent graduates’ and experienced surgeons' assessment of time to operative independence","year":2018,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Independence (probability theory); Medicine; Psychology; General surgery; Medical education; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.001511098,0.00009321266,0.0001161896,0.001122436,0.0003602051,0.0006946507,0.0004778974,0.0005262633,0.004121459],"category_scores_gemma":[0.01055587,0.0001300482,0.0002870563,0.0007184045,0.0004253101,0.0006993336,0.001092711,0.0006279378,0.0003814301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005553592,"about_ca_system_score_gemma":0.0006366212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007579257,"about_ca_topic_score_gemma":0.01470238,"domain_scores_codex":[0.9989927,0.0001864405,0.0001407575,0.0001331988,0.0002197812,0.0003270539],"domain_scores_gemma":[0.9925762,0.001998858,0.002418831,0.0001905761,0.001167064,0.001648478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006979949,0.00007588826,0.9913861,0.00001431644,0.00001910878,0.00005905789,0.001587604,0.00005996864,0.0002160728,0.0001751414,0.0003970969,0.005939747],"study_design_scores_gemma":[0.000001846248,0.0000515854,0.997546,0.00001033823,0.000003159636,0.00009569839,0.001725514,0.0001172214,0.00003349361,0.00003940908,0.0003723892,0.00000324763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979448,0.00006824889,0.00005869579,0.0002548472,0.00001681663,0.000003448845,0.0001030945,0.000001436467,0.001548719],"genre_scores_gemma":[0.9995806,0.00003650277,0.00002778576,0.00003978453,0.000009860443,0.000002754069,0.00007725233,0.000001100985,0.0002243274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007579257,"threshold_uncertainty_score":0.01507032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396887861535962,"score_gpt":0.3691179349787637,"score_spread":0.325149056363404,"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."}}