{"id":"W3161106711","doi":"10.2196/27544","title":"Use of a Virtual Reality Simulator for Tendon Repair Training: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual reality; Tendon; Simulation; Orthopedic surgery; Physical therapy; Rating scale; Computer science; Medicine; Physical medicine and rehabilitation; Medical physics; Surgery; Psychology; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009759025,0.00019435,0.002220974,0.00008146543,0.00005387198,0.0000258036,0.00004060931,0.0001540593,0.0002392698],"category_scores_gemma":[0.006516993,0.0001399486,0.001405498,0.0001751105,0.0001285681,0.00007512553,0.00002093012,0.0001325349,0.000002177727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000287368,"about_ca_system_score_gemma":0.000269966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001078991,"about_ca_topic_score_gemma":0.00000728328,"domain_scores_codex":[0.9977773,0.0003441252,0.0009633661,0.0003296864,0.0003219259,0.00026358],"domain_scores_gemma":[0.9943406,0.004541856,0.000299799,0.0003153781,0.0003279031,0.0001744882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9859617,0.0003824468,0.00005057606,0.00004898229,0.0006729396,0.00004488009,0.0009603763,0.0004167487,0.0003460631,0.001535353,0.0001730307,0.009406921],"study_design_scores_gemma":[0.9425981,0.0006114636,0.0002214982,0.00008101899,0.0003822059,0.00001100734,0.0003543652,0.02876423,0.0003146564,0.0001536104,0.02637173,0.0001360925],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892535,0.0001362171,0.0004722631,0.0006843877,0.0004576894,0.006825277,0.00002424007,0.0002441049,0.001902305],"genre_scores_gemma":[0.9950507,0.00001881872,0.0006203414,0.0004727243,0.0003047575,0.0007013163,0.00006337608,0.00002864606,0.00273938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04336356,"threshold_uncertainty_score":0.780192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07246246048535962,"score_gpt":0.3527332193311086,"score_spread":0.2802707588457489,"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."}}