{"id":"W81214931","doi":"10.1177/0310057x0903700117","title":"Ventilation and Weaning Practices in Australia and New Zealand","year":2009,"lang":"en","type":"article","venue":"Anaesthesia and Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Weaning; Ventilation (architecture); Mechanical ventilation; Emergency medicine; Intensive care medicine; Anesthesia; Internal medicine; Meteorology","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":[0.00004935977,0.0000885312,0.0001648906,0.00007856223,0.00002915823,0.00002717453,0.00001325255,0.00006642262,0.00001067443],"category_scores_gemma":[0.0001290877,0.00007483349,0.00001485353,0.00005247296,0.00002335912,0.0001432914,0.000007248764,0.00009759586,0.000001628161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001009068,"about_ca_system_score_gemma":0.00002611684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001854072,"about_ca_topic_score_gemma":0.00005054376,"domain_scores_codex":[0.9995242,0.0000124693,0.0001098015,0.0001752888,0.00006535334,0.000112886],"domain_scores_gemma":[0.9995459,0.000008802817,0.00007803755,0.000067799,0.0001799467,0.000119457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004398459,0.00001346069,0.847141,0.00006447182,0.00001913399,0.0005275368,0.009016432,2.424726e-7,0.01444616,0.0006756106,0.004525396,0.1231307],"study_design_scores_gemma":[0.001032231,0.001288044,0.9547219,0.0002103752,0.000076828,0.0001940269,0.01189747,0.00001804536,0.001882308,0.000333049,0.02821944,0.0001262991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966028,0.00136191,0.000005228689,0.001729266,0.00002364465,0.0001387935,4.199471e-7,0.00001069376,0.0001272097],"genre_scores_gemma":[0.9961322,0.0003031498,0.0001991753,0.002666068,0.00004521109,0.000001060767,0.000009111977,0.000005321993,0.0006386914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1230044,"threshold_uncertainty_score":0.3051621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05936709004467904,"score_gpt":0.3355330951233327,"score_spread":0.2761660050786537,"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."}}