{"id":"W2153650340","doi":"10.1016/j.emc.2011.10.008","title":"Invasive and Noninvasive Ventilation in the Emergency Department","year":2012,"lang":"en","type":"review","venue":"Emergency Medicine Clinics of North America","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Centre hospitalier universitaire de Québec; Université Laval; University of Toronto; Centre intégré de santé et de services sociaux de Chaudière-Appalaches","funders":"","keywords":"Medicine; Ventilation (architecture); Intensive care medicine; Respiratory physiology; Noninvasive ventilation; Emergency department; Mechanical ventilation; Lung; Anesthesia; Internal medicine; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008934999,0.0005859865,0.002514043,0.000412612,0.0000743174,0.000001451085,0.0003497422,0.0002394012,0.00210413],"category_scores_gemma":[0.00068653,0.0003605623,0.0005418103,0.001071693,0.00019949,0.00009351551,0.00009967353,0.0006836519,0.00006439642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004660931,"about_ca_system_score_gemma":0.0004254864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004019074,"about_ca_topic_score_gemma":0.0001421588,"domain_scores_codex":[0.9951663,0.0003093968,0.002769286,0.0005535723,0.0007092922,0.0004921345],"domain_scores_gemma":[0.9965588,0.0002973636,0.001798694,0.0008336421,0.0002163715,0.0002951477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004556217,0.0003664907,0.0279271,0.01086075,0.0003033711,0.00006190654,0.0009522467,2.341039e-7,5.89372e-7,0.00003034985,0.006173364,0.953278],"study_design_scores_gemma":[0.0004249851,0.001261143,0.005800594,0.002579392,0.003177052,0.00004477173,0.0002711504,0.000001340775,5.393649e-7,0.00003534558,0.9861192,0.0002845426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002264299,0.9915862,0.00005946467,0.0001274844,0.002251007,0.002121085,0.00004737883,0.00001949273,0.001523563],"genre_scores_gemma":[0.0007916955,0.9962687,0.0001183216,0.0001346253,0.0009623638,0.0002474213,0.0008764971,0.00006469477,0.0005356378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9799458,"threshold_uncertainty_score":0.9998846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163100742403897,"score_gpt":0.4004947893868415,"score_spread":0.2841847151464517,"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."}}