{"id":"W4224294090","doi":"10.5435/jaaos-d-21-00756","title":"Simulation Training in Spine Surgery","year":2022,"lang":"en","type":"article","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Modalities; Context (archaeology); Surgical simulation; Orthopedic surgery; Surgical planning; Virtual reality; Spinal surgery; Surgical procedures","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002324129,0.0001146497,0.0007039272,0.000500805,0.00009961518,0.000003988571,0.0001512123,0.00002924388,0.0003548842],"category_scores_gemma":[0.001392223,0.0000839713,0.0005909821,0.001436591,0.0002003955,0.00007540191,0.00007407396,0.0008726634,6.84479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008676,"about_ca_system_score_gemma":0.0002862924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001984404,"about_ca_topic_score_gemma":0.000001314283,"domain_scores_codex":[0.9974933,0.0003406049,0.0009939268,0.0001180614,0.0008169569,0.0002371188],"domain_scores_gemma":[0.9965894,0.001680605,0.001442137,0.00009546658,0.0000539484,0.0001384461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007991301,0.0001563989,0.7299692,0.00001693289,0.0001095999,0.00006377903,0.0006846089,0.1443971,0.0002509232,0.00007836843,0.0001482815,0.1233257],"study_design_scores_gemma":[0.001629232,0.0001443794,0.9626443,0.0001266042,0.00008474814,0.0001747667,0.001651535,0.007087118,0.00005399046,0.0001323575,0.02616338,0.0001076429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940462,0.0001816163,0.00007542863,0.004919648,0.0002387026,0.0001083155,0.000003678967,0.0000105165,0.000415968],"genre_scores_gemma":[0.9979283,0.00003871962,0.0001109716,0.00170872,0.0001180452,0.0000028192,0.00000126993,0.00001756454,0.00007360017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326751,"threshold_uncertainty_score":0.3885733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05719893763653666,"score_gpt":0.3363168385897915,"score_spread":0.2791179009532548,"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."}}