{"id":"W3217249763","doi":"10.23736/s0390-5616.21.05475-8","title":"Do neurosurgeons follow the guidelines? A world-based survey on severe traumatic brain injury","year":2021,"lang":"en","type":"article","venue":"Journal of Neurosurgical Sciences","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Traumatic brain injury; Brain edema; Intracranial pressure; Emergency medicine; Intensive care medicine; Internal medicine; Surgery; Psychiatry","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":[0.004077272,0.0002462346,0.0006324447,0.000212411,0.0003852519,0.000236996,0.0005170204,0.00005951534,0.0003337534],"category_scores_gemma":[0.007013673,0.0001315833,0.0006307813,0.001984789,0.0004997109,0.0001646804,0.00004824178,0.0006323854,0.00001558082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002551544,"about_ca_system_score_gemma":0.0005476626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001048637,"about_ca_topic_score_gemma":0.00004456049,"domain_scores_codex":[0.9953276,0.001156337,0.001098368,0.0004055194,0.001622304,0.0003898554],"domain_scores_gemma":[0.9944503,0.00387488,0.0005199363,0.0004248747,0.0004438884,0.000286145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00659832,0.006295968,0.3103194,0.000451733,0.0005897098,0.01233269,0.0006699037,0.007579285,0.01512888,0.004250847,0.5162782,0.1195051],"study_design_scores_gemma":[0.002751077,0.002683724,0.9256204,0.0006775714,0.0001603706,0.00259965,0.0001450892,0.0008698291,0.00232881,0.0004580534,0.06136562,0.0003397538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504213,0.0003494885,0.00005526052,0.04613767,0.001153564,0.000181421,0.00001903776,0.00002297249,0.001659324],"genre_scores_gemma":[0.9821876,0.00007170906,0.0003015498,0.01649371,0.0002252291,0.000003577915,0.000002160527,0.00001626024,0.0006982105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6153011,"threshold_uncertainty_score":0.8396529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150256268100793,"score_gpt":0.3743963205725173,"score_spread":0.2241400524717243,"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."}}