{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001059855,0.0001086285,0.0002244887,0.0001137916,0.0001584406,0.00008774221,0.00008641992,0.0000626606,0.0001465838],"category_scores_gemma":[0.0003173375,0.00008918106,0.0001239684,0.0002298393,0.00003652946,0.00006412638,0.00001554013,0.0001588987,0.00003049709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000181533,"about_ca_system_score_gemma":0.002147937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002431386,"about_ca_topic_score_gemma":0.00001153274,"domain_scores_codex":[0.9984543,0.00003861077,0.0003776913,0.0002937681,0.0005339261,0.0003016615],"domain_scores_gemma":[0.9987468,0.0005583431,0.00004208649,0.0001088436,0.00007223221,0.0004716759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003645751,0.001547388,0.001223073,0.0005178784,0.00007613862,0.000003833029,0.0004686188,0.000003421464,5.190329e-7,0.0651039,0.0125555,0.9181352],"study_design_scores_gemma":[0.003190244,0.00207016,0.001265284,0.0005493843,0.00003043485,0.0000367045,0.0003464949,0.005655579,0.000002348485,0.001319679,0.9854347,0.00009905024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3118651,0.007000384,0.04607283,0.5787921,0.01527154,0.01927284,0.00008136447,0.003290519,0.01835328],"genre_scores_gemma":[0.9891716,0.00006304541,0.001924317,0.004114722,0.001267619,0.0007597631,0.0003358693,0.00003423746,0.002328797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9728791,"threshold_uncertainty_score":0.3810349,"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."}}