{"id":"W4416589478","doi":"10.1097/brs.0000000000005575","title":"Patient, Hospital and Geographic Factors Associated With Intraoperative Neuromonitoring for Cervical Spine Surgery: A National Analysis","year":2025,"lang":"en","type":"article","venue":"Spine","topic":"Intraoperative Neuromonitoring and Anesthetic Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Toronto Western Hospital; University Health Network; University of Toronto; Public Health Ontario; St. Michael's Hospital","funders":"","keywords":"Cervical spine; Geographic variation; MEDLINE; Variation (astronomy); Qualitative analysis","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":[0.000170309,0.0002311719,0.0005169963,0.0004376719,0.0001910391,0.00005095722,0.00003861643,0.00008605123,0.000008023858],"category_scores_gemma":[0.0006120112,0.0001693622,0.0001653713,0.001021734,0.0001115198,0.00006893573,0.00002356535,0.0002054146,4.07914e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005608982,"about_ca_system_score_gemma":0.0001091869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001941972,"about_ca_topic_score_gemma":0.000007464216,"domain_scores_codex":[0.9987379,0.00006733781,0.000245894,0.000388047,0.0002877446,0.0002730249],"domain_scores_gemma":[0.9990361,0.000183019,0.00007866872,0.0001205994,0.0004735639,0.0001080681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009319766,0.0005302089,0.9922258,0.00009982463,0.001684581,0.00004470072,0.0003369409,0.00005535803,0.002944615,0.0006293303,0.0001198762,0.001235625],"study_design_scores_gemma":[0.001033366,0.001465227,0.9864269,0.0002502475,0.0007416522,0.000002689733,0.00009400729,0.0007500912,0.008731807,0.00002463787,0.0002829762,0.0001964049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974285,0.00009403045,0.0002716678,0.001173603,0.0002859232,0.0004833902,0.00002188965,0.00007523796,0.000165807],"genre_scores_gemma":[0.9990361,0.00001507359,0.0001578319,0.000174509,0.0001231483,0.00007555664,0.0001495029,0.00001938947,0.0002488621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005798848,"threshold_uncertainty_score":0.690639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454893998821983,"score_gpt":0.277058528097904,"score_spread":0.2625095881096842,"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."}}