{"id":"W4385619952","doi":"10.1007/978-3-030-12887-6_21","title":"Wrong-Level Spine Surgery: Introduction of a Protocol for Avoidance of This Complication","year":2023,"lang":"en","type":"article","venue":"Acta neurochirurgica. Supplementum","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Complication; Surgery; Magnetic resonance imaging; Incidence (geometry); Checklist; Spinal cord compression; Radiography; Neuroradiology; Protocol (science); Neurosurgery; Radiology; Spinal cord; Neurology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003377443,0.0001722323,0.0005166672,0.0002835799,0.00004767769,0.000005095909,0.0001391074,0.00006486128,0.001260643],"category_scores_gemma":[0.0003106421,0.0001500009,0.0002365322,0.0004894964,0.00008853989,0.0001085114,0.00008132382,0.0001137893,0.00002747445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002180513,"about_ca_system_score_gemma":0.00006894625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002258889,"about_ca_topic_score_gemma":0.000005466658,"domain_scores_codex":[0.9982808,0.00005853298,0.0007511055,0.0003740462,0.0002406224,0.0002948808],"domain_scores_gemma":[0.9987996,0.00004209111,0.0003870181,0.0004773487,0.0002264062,0.00006751382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003491822,0.0004531457,0.003321506,0.001107748,0.00006432094,0.000005473046,0.00009969327,0.00000220748,0.4461042,0.001594594,0.5449959,0.001902022],"study_design_scores_gemma":[0.004666677,0.00277107,0.277713,0.0002169228,0.0001391525,0.00007962812,0.0001095822,0.001432705,0.3355396,0.0005003642,0.3765345,0.0002968154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6508865,0.00002023148,0.004117366,0.07906095,0.0009718062,0.2604522,0.001165895,0.0005191708,0.002805828],"genre_scores_gemma":[0.8689248,0.00002329286,0.001972997,0.0005181439,0.0006213697,0.1229149,0.001777341,0.00007405456,0.003173114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743915,"threshold_uncertainty_score":0.9996523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09587384474555953,"score_gpt":0.3716085294567105,"score_spread":0.2757346847111509,"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."}}