{"id":"W2802183411","doi":"10.1177/2192568218773090","title":"Avoidable Emergency Department Utilization Within 6 Months Following Elective Thoracolumbar Spine Surgery for Degenerative Pathologies","year":2018,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Medicine; Emergency department; Logistic regression; Orthopedic surgery; Retrospective cohort study; Marital status; Demographics; Physical therapy; Emergency medicine; Surgery; Internal medicine; Population","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":[0.0006875645,0.0002250568,0.0004168416,0.0001023919,0.0004652207,0.00006068785,0.00009294957,0.0001469167,0.0001482658],"category_scores_gemma":[0.0007974366,0.0001815195,0.0003383415,0.0004005243,0.00004875772,0.0002437634,0.00003473977,0.0001886666,0.000007623132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003807218,"about_ca_system_score_gemma":0.0002502358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003244296,"about_ca_topic_score_gemma":0.00009507183,"domain_scores_codex":[0.998305,0.00006686009,0.0006159497,0.0002791056,0.0003473225,0.000385757],"domain_scores_gemma":[0.9985568,0.000007431493,0.0004039795,0.000160584,0.0006905238,0.000180674],"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":[0.002677119,0.001954238,0.2825711,0.0002933936,0.001952812,0.0006046005,0.001069533,0.0002048762,0.05402591,0.006568789,0.4899983,0.1580793],"study_design_scores_gemma":[0.002393653,0.00707761,0.8305743,0.0004822095,0.0007098298,0.0009435813,0.0006836106,0.002019829,0.1068458,0.01862289,0.02882044,0.0008263139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5649775,0.002057812,0.4273791,0.00138661,0.001753344,0.001129143,0.00003027234,0.0001815917,0.001104661],"genre_scores_gemma":[0.9405352,0.0003193558,0.05629462,0.0005921178,0.001586259,0.00009933986,0.00006812735,0.00002599988,0.0004789883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5480032,"threshold_uncertainty_score":0.7402151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04425539720034775,"score_gpt":0.3656034283604125,"score_spread":0.3213480311600647,"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."}}