{"id":"W4319952123","doi":"10.17760/d20455929","title":"Emergency department to intensive care unit throughput: impact on length of stay for patients with acute alcohol withdrawal syndrome","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"Agency for Healthcare Research and Quality","keywords":"Emergency department; Intensive care unit; Medicine; Alcohol withdrawal syndrome; Throughput; Emergency medicine; Medical emergency; Intensive care; Intensive care medicine; Nursing; Alcohol; Computer science","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":[0.002202338,0.0001417785,0.0003238524,0.0007627593,0.0004538458,0.001482532,0.0003659347,0.0003265603,0.007620449],"category_scores_gemma":[0.02061154,0.0001352058,0.0005690617,0.001399744,0.0001943621,0.000833971,0.0009602413,0.001069509,0.0006292396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082024,"about_ca_system_score_gemma":0.002023552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612701,"about_ca_topic_score_gemma":0.002986481,"domain_scores_codex":[0.9990075,0.0004228029,0.0001437738,0.00009666361,0.0002223065,0.0001069777],"domain_scores_gemma":[0.9895346,0.005071288,0.002904546,0.0001567602,0.001305596,0.001027246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009201595,0.0007314509,0.8870918,0.001797062,0.0006191135,0.0001917154,0.004093376,0.0003916388,0.0002629574,0.001065699,0.02008256,0.08275252],"study_design_scores_gemma":[0.00004649775,0.0004817539,0.9863441,0.001434661,0.0002400614,0.0001475562,0.00456835,0.0001974317,0.0001710626,0.0003482745,0.006005171,0.00001509492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592444,0.01682517,0.0001986308,0.01031192,0.0003969902,0.0000892017,0.002729176,0.00001269365,0.01019175],"genre_scores_gemma":[0.9815781,0.01326726,0.0003596432,0.0009203908,0.000385092,0.0001034683,0.0009626847,0.00001452793,0.002408798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007620449,"threshold_uncertainty_score":0.02549297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604415799019148,"score_gpt":0.3424234544264367,"score_spread":0.3263792964362452,"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."}}