{"id":"W2167667046","doi":"10.1111/j.1742-6723.2009.01167.x","title":"Use of invasive mechanical ventilation in Australian emergency departments","year":2009,"lang":"en","type":"article","venue":"Emergency Medicine Australasia","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Mechanical ventilation; Emergency department; Emergency medicine; Intubation; Ventilation (architecture); Tidal volume; Mechanical ventilator; Intensive care medicine; Nursing; Anesthesia; Internal medicine; Respiratory system","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":[0.0003369245,0.0003073425,0.0006251491,0.0003971278,0.00003959113,0.000001780014,0.0001440892,0.0002184039,0.010821],"category_scores_gemma":[0.0003396781,0.0002638859,0.0001781572,0.0007456975,0.0000439941,0.0002798897,0.00002020104,0.0002989336,0.0000490044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006756479,"about_ca_system_score_gemma":0.0001031833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009043154,"about_ca_topic_score_gemma":0.0001055621,"domain_scores_codex":[0.996994,0.00006788142,0.00139926,0.0004382034,0.0006129402,0.0004877369],"domain_scores_gemma":[0.9986921,0.00001744541,0.0003035691,0.0004699949,0.0001783071,0.000338586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006296199,0.001029521,0.3461517,0.0002439698,0.000141256,0.0002821279,0.0007371964,0.00001997192,0.5538098,0.002002687,0.08942274,0.005529444],"study_design_scores_gemma":[0.002575943,0.003760147,0.8547722,0.0003414608,0.000352784,0.00005097513,0.0003884633,0.00005036185,0.1061089,0.002194433,0.0289977,0.0004066753],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945783,0.00009448238,0.0001466637,0.001529092,0.001417757,0.0007626492,0.000007175046,0.00005409225,0.001409803],"genre_scores_gemma":[0.9900579,0.0004330846,0.0006020269,0.00009572125,0.0003019266,0.00001914546,0.0001099091,0.00002473949,0.00835555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5086204,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016146860955321,"score_gpt":0.3617936031904953,"score_spread":0.2601789170949632,"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."}}