{"id":"W2998754069","doi":"10.2106/jbjs.19.00982","title":"Improved Complex Skill Acquisition by Immersive Virtual Reality Training","year":2020,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic; Western University; University of Calgary; University of British Columbia","funders":"","keywords":"Virtual reality; Dreyfus model of skill acquisition; Medicine; Randomized controlled trial; Physical therapy; Task (project management); Surgery; Computer science; Human–computer interaction","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":[0.0007428585,0.00009774317,0.0006826498,0.00009601609,0.00005724775,0.00001855815,0.000008175389,0.00005945362,0.0003059904],"category_scores_gemma":[0.0003876824,0.00007792767,0.0002801961,0.0001215794,0.00004886839,0.0001290996,0.00001342033,0.000223152,0.000002471592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002069852,"about_ca_system_score_gemma":0.00007089469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005646742,"about_ca_topic_score_gemma":1.905234e-7,"domain_scores_codex":[0.9986991,0.00006276398,0.0007503952,0.0001110347,0.0002258003,0.0001509413],"domain_scores_gemma":[0.9986907,0.0003432939,0.0004413589,0.00004612733,0.0001305806,0.0003479137],"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":[0.01037095,0.0008747122,0.02692906,0.0005078116,0.001335643,0.002722844,0.02048697,0.0001633511,0.414158,0.000409328,0.09568655,0.4263548],"study_design_scores_gemma":[0.03248154,0.004750152,0.7199821,0.001875653,0.001054103,0.003566718,0.03249795,0.03257201,0.01349401,0.0005309109,0.1557281,0.001466773],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837913,0.0003245245,0.002503749,0.0123593,0.0001321943,0.00006994581,0.0000112039,0.00001410387,0.0007936882],"genre_scores_gemma":[0.9944571,0.0001124784,0.00009588374,0.004932123,0.0003441017,3.816773e-7,0.00002368795,0.000009839208,0.00002444189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.693053,"threshold_uncertainty_score":0.335038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0974763608400581,"score_gpt":0.2958286290614554,"score_spread":0.1983522682213972,"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."}}