{"id":"W4319346407","doi":"10.1186/s13018-023-03557-3","title":"Video-based assessment (VBA) of an open, simulated orthopedic surgical procedure: a pilot study using a single-angle camera to assess surgical skill and decision making","year":2023,"lang":"en","type":"article","venue":"Journal of Orthopaedic Surgery and Research","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Orthopedic surgery; Inter-rater reliability; Reliability (semiconductor); Medical physics; Coaching; Physical therapy; Surgery; Rating scale; Psychology","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":[0.005301299,0.0009617528,0.0006613828,0.001063377,0.0008897315,0.0005481505,0.001139591,0.0009509655,0.00162988],"category_scores_gemma":[0.009729174,0.0006033404,0.0007495475,0.0004171008,0.0009234907,0.001102913,0.001021639,0.001156357,0.0004960745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006883417,"about_ca_system_score_gemma":0.001626385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004374072,"about_ca_topic_score_gemma":0.00742877,"domain_scores_codex":[0.9973003,0.001485924,0.0001490476,0.0003415572,0.0004139008,0.0003092606],"domain_scores_gemma":[0.9928513,0.003282917,0.0006068425,0.000538316,0.001683541,0.0010372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.008831538,0.3072354,0.2716031,0.001617291,0.00032043,0.006070837,0.06129095,0.005427766,0.1213386,0.0004525034,0.001206094,0.2146055],"study_design_scores_gemma":[0.002916495,0.5411807,0.3880153,0.0002224143,0.000236227,0.003104898,0.0231007,0.01450653,0.02343381,0.0002729564,0.002761801,0.0002481405],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977607,0.00002276165,0.001113863,0.00001634691,0.000008307034,0.0008048824,0.00002743909,0.00000824003,0.0002375463],"genre_scores_gemma":[0.9875217,0.0001506157,0.009130835,0.00008270068,0.00002848853,0.002373588,0.0001177691,0.000008350426,0.0005859032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005301299,"threshold_uncertainty_score":0.0280363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.279485034560532,"score_gpt":0.4894264724727516,"score_spread":0.2099414379122196,"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."}}