{"id":"W2610088348","doi":"10.1007/s00586-017-5104-9","title":"Classification and regression tree model for predicting tracheostomy in patients with traumatic cervical spinal cord injury","year":2017,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Samsung","keywords":"Medicine; Intubation; Glasgow Coma Scale; Logistic regression; Injury Severity Score; Spinal cord injury; Retrospective cohort study; Stepwise regression; Anesthesia; Surgery; Emergency medicine; Poison control; Internal medicine; Injury prevention; Spinal cord","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002035734,0.0007418912,0.0009937964,0.001221016,0.0005677365,0.0009961126,0.0009837169,0.001181497,0.002558787],"category_scores_gemma":[0.005431496,0.0002585082,0.001274985,0.000687744,0.0001630127,0.0005932268,0.0004927868,0.001584626,0.0008426769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000508555,"about_ca_system_score_gemma":0.0009543556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009833987,"about_ca_topic_score_gemma":0.006791311,"domain_scores_codex":[0.9994287,0.0002017629,0.00006660588,0.0001115176,0.00008029867,0.0001111515],"domain_scores_gemma":[0.9971161,0.001881501,0.0002004611,0.0001118881,0.0004771586,0.0002130199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003139005,0.001379736,0.8374941,0.0001465679,0.0007411299,0.0009926227,0.0002108815,0.06442242,0.001191887,0.0005069852,0.008514215,0.08126048],"study_design_scores_gemma":[0.0000809897,0.0006507926,0.1135535,0.00007279767,0.0004889834,0.0004480982,0.0003544,0.8821955,0.0005691274,0.0009254458,0.000626202,0.00003410527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829427,0.0008260492,0.0118456,0.0009096937,0.0002709603,0.0000635716,0.002145357,0.000161901,0.0008343501],"genre_scores_gemma":[0.9933888,0.000258647,0.00322953,0.0000504602,0.00007540635,0.00005095203,0.002221787,0.00001125723,0.000713108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009833987,"threshold_uncertainty_score":0.01955348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04913168461392126,"score_gpt":0.3209980881549908,"score_spread":0.2718664035410695,"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."}}