{"id":"W3087814482","doi":"10.1093/ons/opaa269","title":"Virtual Reality Anterior Cervical Discectomy and Fusion Simulation on the Novel Sim-Ortho Platform: Validation Studies","year":2020,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; McGill University; Montreal Neurological Institute and Hospital","funders":"Montreal Neurological Institute and Hospital; AO Foundation; McGill University","keywords":"Anterior cervical discectomy and fusion; Medicine; Construct validity; Face validity; Content validity; Discectomy; Test (biology); Metric (unit); Cervical vertebrae; Physical therapy; Virtual reality; Orthopedic surgery; Pairwise comparison; Post-hoc analysis; Cervical spine; Medical physics; Surgery; Patient satisfaction; Artificial intelligence; Psychometrics; Lumbar; Operations management; Internal medicine; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.009175734,0.0007463977,0.0003518806,0.0007409807,0.0003282236,0.0003842284,0.0008641001,0.0005521018,0.001352629],"category_scores_gemma":[0.01834599,0.0002927467,0.0007667087,0.0003966172,0.0009219723,0.0006026102,0.0009673678,0.0004133758,0.000402482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000454972,"about_ca_system_score_gemma":0.0009285551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283133,"about_ca_topic_score_gemma":0.001624522,"domain_scores_codex":[0.9959688,0.002122118,0.0004004551,0.0002963479,0.001010088,0.0002021469],"domain_scores_gemma":[0.9872653,0.006937033,0.001317298,0.001198425,0.002813292,0.0004685421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01152304,0.05718823,0.5838909,0.002569165,0.000925104,0.0008664034,0.01644842,0.03008119,0.06205653,0.001231982,0.001152439,0.2320665],"study_design_scores_gemma":[0.002170139,0.2614019,0.6166363,0.0006459768,0.0007537624,0.002194535,0.004925495,0.05211213,0.04892874,0.0006146705,0.009411999,0.0002042929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952723,0.00006607679,0.003289629,0.00001164903,0.000008253751,0.0006926443,0.00006314208,0.00001258529,0.0005836433],"genre_scores_gemma":[0.9883359,0.0002499578,0.00946858,0.00003647943,0.00001807236,0.0008933307,0.0004864151,0.00001540426,0.000495851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009175734,"threshold_uncertainty_score":0.04852647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1692877955409622,"score_gpt":0.375593622616495,"score_spread":0.2063058270755328,"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."}}