{"id":"W4407928852","doi":"10.1111/tct.70048","title":"Preparing to Operate: A Multinational Analysis of Practices and Perceptions of Surgical Residents","year":2025,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Preparedness; Demographics; Medicine; Medical education; Curriculum; Perception; Nursing; Psychology","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":[0.002205821,0.0001810264,0.0002328302,0.0009968816,0.0006426916,0.0007419937,0.00030483,0.0003619751,0.001171908],"category_scores_gemma":[0.004484283,0.0002941958,0.0003899933,0.001107147,0.0005843956,0.0009699367,0.001245835,0.0004275956,0.0002767459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005624386,"about_ca_system_score_gemma":0.0008169813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006321819,"about_ca_topic_score_gemma":0.008040487,"domain_scores_codex":[0.9989435,0.0003894964,0.0001388142,0.0001126324,0.0002501116,0.0001654116],"domain_scores_gemma":[0.9962924,0.0009602356,0.001518761,0.0001425409,0.0004135168,0.0006724412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003420886,0.00006196026,0.9872127,0.00003043531,0.00001961614,0.00007216611,0.008228638,0.0000231264,0.0002244244,0.00001282677,0.0001282788,0.003951689],"study_design_scores_gemma":[0.000002137898,0.0001840486,0.9790264,0.00002330431,0.000006525593,0.000184145,0.0200876,0.0001030987,0.00006369661,0.00001125439,0.0002998962,0.000007745263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996543,0.00005258671,0.00003885527,0.00004427937,0.000002022496,0.000006713699,0.00005312729,0.000001236636,0.0001467777],"genre_scores_gemma":[0.9995734,0.0001045475,0.00008212625,0.00003785874,0.0000031177,0.00001910151,0.00007616487,0.000001829899,0.0001019156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006321819,"threshold_uncertainty_score":0.01257002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098771177548972,"score_gpt":0.5037068085030506,"score_spread":0.3938296907481534,"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."}}