{"id":"W4398201826","doi":"10.62694/efh.2024.26","title":"Virtual Surgical Shadowing for Undergraduate Medical Students: A Pilot Program","year":2024,"lang":"en","type":"article","venue":"Education for Health","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto","funders":"","keywords":"Medical education; Pilot program; Psychology; Computer science; Medical physics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002956841,0.001197132,0.0004064313,0.0008161422,0.001564031,0.0008901639,0.001317205,0.001113714,0.00615625],"category_scores_gemma":[0.003180843,0.0005442579,0.0008766665,0.0003233899,0.0008730461,0.0005237015,0.002904329,0.001668186,0.0009582529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007635276,"about_ca_system_score_gemma":0.003182547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00196132,"about_ca_topic_score_gemma":0.003637236,"domain_scores_codex":[0.9988041,0.00037368,0.00004285004,0.0001178995,0.0001455065,0.0005159992],"domain_scores_gemma":[0.9954563,0.0005903541,0.0002009075,0.0002393739,0.0003559559,0.003156973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01033925,0.4018876,0.06099178,0.001053031,0.0001458444,0.003459664,0.02549475,0.004287165,0.04556691,0.0005326847,0.007315801,0.4389255],"study_design_scores_gemma":[0.01029405,0.5933534,0.3085753,0.0002793395,0.0001778806,0.001780854,0.02039824,0.008049114,0.02722143,0.0008322102,0.02882903,0.0002093559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992843,0.0000381327,0.001481579,0.0002099378,0.00004134027,0.003865343,0.0001055222,0.0001533817,0.001261789],"genre_scores_gemma":[0.9745285,0.000278216,0.01415048,0.0004305647,0.0001190548,0.005670423,0.0004101818,0.00003236595,0.004380203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00615625,"threshold_uncertainty_score":0.02059466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0638185677537788,"score_gpt":0.48130526298006,"score_spread":0.4174866952262812,"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."}}