{"id":"W2742442552","doi":"10.1016/j.ajem.2017.08.016","title":"Outcomes and predictors of failure of non-invasive ventilation in patients with community acquired pneumonia in the ED","year":2017,"lang":"en","type":"article","venue":"The American Journal of Emergency Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; McGill University","funders":"","keywords":"Medicine; Ventilation (architecture); Emergency department; Pneumonia; Community-acquired pneumonia; Respiratory failure; Mechanical ventilation; Retrospective cohort study; Intensive care medicine; Emergency medicine; Cohort; Internal medicine","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":[0.001207873,0.0001165195,0.0006041612,0.0001951112,0.0001152306,0.000001854097,0.0003518292,0.00002277138,0.00002950195],"category_scores_gemma":[0.0009291006,0.00005423743,0.00006090787,0.0002673325,0.0008450498,0.0001068371,0.00004716028,0.0003521059,1.838943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000320551,"about_ca_system_score_gemma":0.00005924581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133197,"about_ca_topic_score_gemma":0.0003822889,"domain_scores_codex":[0.9983974,0.0002937171,0.0007274312,0.0000601516,0.0004054079,0.0001158913],"domain_scores_gemma":[0.9970973,0.0003042512,0.00172744,0.0005263779,0.0002982641,0.00004642227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006738871,0.0002604737,0.9887359,0.00004267929,0.0001143342,0.00000260616,0.004788596,0.00001264989,0.004350013,0.000004726945,0.0003118501,0.0007022924],"study_design_scores_gemma":[0.002416164,0.003482991,0.9892369,0.0005571356,0.0001816418,0.0000088141,0.003541258,0.000002665887,0.0004328591,0.00007551863,0.00002140768,0.00004267502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974355,0.00005484666,0.00002473835,0.001721726,0.0003003643,0.0003037512,0.000003196835,0.000001558905,0.0001543656],"genre_scores_gemma":[0.9995112,0.0002513189,0.0000783883,0.00004684647,0.00009051895,0.000003456697,0.000002417818,0.000009357494,0.000006452658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003917153,"threshold_uncertainty_score":0.3113621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301008489118098,"score_gpt":0.3267148148180297,"score_spread":0.3037047299268487,"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."}}