{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001076242,0.0004895889,0.0007253132,0.0002721541,0.0001013969,0.0003902946,0.0004213169,0.0004072709,0.00347754],"category_scores_gemma":[0.002324555,0.0001803711,0.0003694014,0.0001364127,0.0003275821,0.0003470858,0.0004228204,0.0005475354,0.0001415599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078252,"about_ca_system_score_gemma":0.0003001667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001711926,"about_ca_topic_score_gemma":0.0002190566,"domain_scores_codex":[0.9994137,0.0002305592,0.00007118469,0.00008674397,0.0001000875,0.00009780532],"domain_scores_gemma":[0.9989862,0.0005304568,0.0002293056,0.00007493449,0.00004721685,0.0001319358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1844176,0.1336445,0.01206373,0.003449434,0.001270333,0.0002808326,0.0006910664,0.003629486,0.1030719,0.0005161957,0.001040703,0.5559242],"study_design_scores_gemma":[0.04245344,0.8689122,0.06229722,0.000276574,0.0006700146,0.0006920776,0.0001251102,0.002303144,0.01916375,0.0002341748,0.002831996,0.0000402805],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977784,0.0004405806,0.000934767,0.00004370834,0.00003127927,0.0002622783,0.00003575916,0.00002672601,0.0004465856],"genre_scores_gemma":[0.9931315,0.0006475004,0.004725803,0.0001253709,0.0001182178,0.0006101894,0.00009679204,0.000006554948,0.0005379564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00347754,"threshold_uncertainty_score":0.01163352,"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."}}