{"id":"W2790685536","doi":"10.1513/annalsats.201705-410oc","title":"International Practice Variation in Weaning Critically Ill Adults from Invasive Mechanical Ventilation","year":2018,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; St. Michael's Hospital; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Mechanical ventilation; Critically ill; Weaning; Intensive care medicine; Ventilator weaning; Critical illness; Emergency medicine; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000557726,0.0001088199,0.0002459033,0.00003491239,0.00005777982,0.00001484452,0.0001884806,0.00006234316,0.0001285993],"category_scores_gemma":[0.002512954,0.00008466393,0.0002060238,0.0003158761,0.0001832652,0.0002159665,0.00009804652,0.0001927537,0.00001944842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003913452,"about_ca_system_score_gemma":0.0001285422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002555758,"about_ca_topic_score_gemma":0.00001767938,"domain_scores_codex":[0.9987402,0.0001282811,0.0003359661,0.0002428841,0.0003747245,0.0001779566],"domain_scores_gemma":[0.9977765,0.0002649685,0.000401412,0.0002909514,0.00119593,0.00007021648],"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":[0.007850307,0.001472912,0.01899782,0.00009840122,0.001128683,0.0000312237,0.01847538,0.00001029983,0.6762525,0.002467066,0.01296804,0.2602474],"study_design_scores_gemma":[0.00226297,0.002444035,0.4857629,0.001291012,0.0004791675,0.00004539621,0.02368827,0.006549076,0.4184385,0.007812849,0.05060308,0.0006227727],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737889,0.00002677238,0.006059086,0.01807303,0.0004017476,0.0002572982,0.0000210233,0.00002930455,0.001342863],"genre_scores_gemma":[0.9580456,0.0001107165,0.01926686,0.02212003,0.0003645223,0.000009216616,0.00001854526,0.00001564336,0.00004887081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4667651,"threshold_uncertainty_score":0.3452495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06502472165740199,"score_gpt":0.4030611315218793,"score_spread":0.3380364098644774,"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."}}