{"id":"W4404730321","doi":"10.1016/j.jsurg.2024.103350","title":"Beyond Textbooks: Interactive Learning of Biomechanical Principles of Osteosynthesis with an Online Tool for Orthopaedic Residents","year":2024,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"AO Foundation","keywords":"Osteosynthesis; Online learning; Psychology; Computer science; Medicine; Multimedia; Orthodontics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004886109,0.00008151975,0.0002922805,0.0002760654,0.0000232317,0.00001096478,0.00004877155,0.00006336235,0.00007750135],"category_scores_gemma":[0.0004507829,0.0000514741,0.0002014435,0.0001828694,0.00006292694,0.0002018757,0.000009101762,0.0001870369,5.803449e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005242272,"about_ca_system_score_gemma":0.000506784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001621424,"about_ca_topic_score_gemma":0.000004766196,"domain_scores_codex":[0.9988637,0.0000760738,0.0005692563,0.0001154019,0.0002953591,0.00008023976],"domain_scores_gemma":[0.998502,0.0004746385,0.0003292069,0.00007987679,0.000534742,0.00007954715],"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":[0.0110075,0.007232071,0.0228386,0.006673718,0.0008737119,0.00003314261,0.005510013,0.000205158,0.05594921,0.008855497,0.0002607885,0.8805606],"study_design_scores_gemma":[0.01530967,0.07738662,0.6980428,0.03544972,0.004124445,0.001930393,0.0573452,0.01668799,0.0322503,0.01158611,0.04870423,0.001182567],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967009,0.0006764164,0.0007382125,0.001214672,0.00022091,0.0002501429,0.000006016535,0.000006285437,0.000186464],"genre_scores_gemma":[0.994526,0.0001472204,0.004716251,0.00001334195,0.0002234657,0.000006480447,0.0000250657,0.00001468369,0.0003274934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.879378,"threshold_uncertainty_score":0.2099053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915793309202765,"score_gpt":0.332462774980369,"score_spread":0.3133048418883413,"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."}}