{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002877438,0.00017407,0.0003243929,0.00003926139,0.0003018633,0.00006137902,0.0000343035,0.00005648375,0.0001231996],"category_scores_gemma":[0.001424672,0.0001038068,0.00008029835,0.0002281081,0.0001141603,0.0001648203,0.00006288924,0.000232972,0.0000148509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002609417,"about_ca_system_score_gemma":0.00002553106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002738041,"about_ca_topic_score_gemma":0.00000128433,"domain_scores_codex":[0.9987378,0.0001241991,0.0003390574,0.0003422953,0.0003033658,0.0001532971],"domain_scores_gemma":[0.9979416,0.001589977,0.00008408697,0.0001288675,0.0001168597,0.0001385965],"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":[0.01894994,0.002664628,0.2704189,0.0006062791,0.001210758,0.0006730364,0.05239961,0.244105,0.1764368,0.02139453,0.001758203,0.2093824],"study_design_scores_gemma":[0.008098895,0.002120819,0.4042357,0.000528804,0.0001896737,0.00002752778,0.003998989,0.5461997,0.01273766,0.00009100181,0.02103247,0.0007387817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840618,0.00002922116,0.0008430457,0.0138179,0.0001232021,0.0003815848,0.0000152243,0.00006754643,0.0006604904],"genre_scores_gemma":[0.9930328,0.00006206044,0.00001472795,0.006599572,0.0001663451,0.00001343431,0.00002894543,0.00001714367,0.00006494587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3020947,"threshold_uncertainty_score":0.423312,"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."}}