{"id":"W3161364247","doi":"10.2196/28671","title":"Virtual Interactive Surgical Skills Classroom: Protocol for a Parallel-Group, Noninferiority, Adjudicator-Blinded, Randomized Controlled Trial (VIRTUAL)","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Protocol (science); Randomized controlled trial; Medical education; Computer science; Virtual training; Medicine; Intervention (counseling); Resource (disambiguation); Medical physics; Virtual reality; Nursing; Human–computer interaction; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03229266,0.007503337,0.01206764,0.002407323,0.003572941,0.003241374,0.004831925,0.009596337,0.05194351],"category_scores_gemma":[0.03015288,0.003474453,0.002985448,0.003247591,0.004657884,0.003583798,0.001796347,0.006761916,0.01126558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003734693,"about_ca_system_score_gemma":0.01305805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001645724,"about_ca_topic_score_gemma":0.002488544,"domain_scores_codex":[0.9721153,0.01738831,0.002304582,0.002369896,0.003347411,0.002474332],"domain_scores_gemma":[0.9869697,0.003766034,0.003025265,0.001986217,0.002551407,0.0017014],"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":[0.9261135,0.02523597,0.0004942294,0.008279859,0.0008679846,0.0001094952,0.00041635,0.001436014,0.0029111,0.002492817,0.01050195,0.02114086],"study_design_scores_gemma":[0.9449366,0.0391296,0.0009702003,0.0005915295,0.0002503814,0.0000311791,0.00005937356,0.001611506,0.0009065232,0.001209355,0.01022321,0.00008043446],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004983592,0.0001826949,0.001753298,0.0001676219,0.0004671157,0.9911497,0.0006029928,0.0001517263,0.0005413123],"genre_scores_gemma":[0.003416851,0.00007268498,0.002278368,0.0001393855,0.00006783118,0.9935221,0.00006290102,0.000007423192,0.0004324314],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05194351,"threshold_uncertainty_score":0.1737683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734410048160104,"score_gpt":0.54777002476364,"score_spread":0.3743290199476296,"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."}}