{"id":"W2126507857","doi":"10.1186/1757-7241-20-30","title":"Emergency department length of stay for patients requiring mechanical ventilation: a prospective observational study","year":2012,"lang":"en","type":"article","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Health Sciences Centre; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Mechanical ventilation; Observational study; Prospective cohort study; Emergency medicine; Ventilation (architecture); Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009995366,0.0001947331,0.0005227632,0.0002365351,0.0001683519,0.000001646374,0.00007809438,0.00005425556,0.0004034617],"category_scores_gemma":[0.0007437644,0.0001448337,0.0001649366,0.0003642392,0.00006857497,0.0003221826,0.00002117312,0.0001478317,6.670757e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007809902,"about_ca_system_score_gemma":0.00003038766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006490254,"about_ca_topic_score_gemma":0.000009160807,"domain_scores_codex":[0.9974241,0.00007606991,0.001393941,0.0001792796,0.0006607296,0.0002659241],"domain_scores_gemma":[0.9974705,0.00006445852,0.0007153415,0.0001235296,0.001387602,0.0002385547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001517632,0.001188078,0.9766767,0.0002480652,0.0005726954,0.000001874095,0.00716223,0.000001966572,0.0005091031,0.001004746,0.008627338,0.002489548],"study_design_scores_gemma":[0.004773172,0.005719737,0.9799882,0.0002846276,0.000668989,0.000007462579,0.006300154,0.00001755075,0.0002458007,0.0009998149,0.0008588464,0.0001356178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99053,0.003193556,0.0009006732,0.0004807223,0.003395771,0.001001928,0.00002453971,0.000009021845,0.00046379],"genre_scores_gemma":[0.9966192,0.001381441,0.0009093987,0.00001311565,0.0008195392,0.0000387779,0.00004300427,0.00001838192,0.0001571167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007768492,"threshold_uncertainty_score":0.5906146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1051823059720256,"score_gpt":0.3833004083040702,"score_spread":0.2781181023320446,"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."}}