{"id":"W4392585606","doi":"10.1227/neu.0000000000002892","title":"Quantifying the Association Between Surgical Spine Approach and Tracheostomy Timing After Traumatic Cervical Spinal Cord Injury","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Alberta; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Cervical spine; Spinal cord; Spinal cord injury; Cervical vertebrae; Surgery","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":[0.0005656094,0.0001859781,0.0003566165,0.0001129367,0.0001017214,0.0001154575,0.00005419107,0.0001373711,0.00004421295],"category_scores_gemma":[0.00009666011,0.0001250787,0.0001757978,0.0003182215,0.00006942482,0.0001190413,0.00003419049,0.0005878522,0.00002575857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004555488,"about_ca_system_score_gemma":0.00004628679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001264265,"about_ca_topic_score_gemma":0.000001405829,"domain_scores_codex":[0.998452,0.0001098864,0.0003720148,0.0003549521,0.0003792177,0.0003319167],"domain_scores_gemma":[0.9993154,0.0003143492,0.00005768224,0.0001549331,0.00002497171,0.0001326653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009719753,0.000274123,0.6591031,0.001867901,0.0001787054,0.000373511,0.0003716672,0.000002999244,0.0003743001,0.0003152437,0.001222777,0.3349437],"study_design_scores_gemma":[0.0003481443,0.0003650364,0.980948,0.0002375637,0.0002748566,0.0001349307,0.00008664706,0.00158757,0.0000596581,0.00003736853,0.01574029,0.000179969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923579,0.001657998,0.0001409378,0.004343694,0.0002898053,0.0002530265,0.00001178733,0.0001610653,0.0007838361],"genre_scores_gemma":[0.9985096,0.0001075088,0.0001084258,0.0004085729,0.0004591834,0.00003930602,0.0000218207,0.00003541764,0.0003101829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3347637,"threshold_uncertainty_score":0.5100563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06758962943837053,"score_gpt":0.3289851734459284,"score_spread":0.2613955440075578,"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."}}