{"id":"W164530612","doi":"10.1177/0310057x1103900414","title":"Clinical Prediction of Weaning and Extubation in Australian and New Zealand Intensive Care Units","year":2011,"lang":"en","type":"article","venue":"Anaesthesia and Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Glasgow Coma Scale; Weaning; Intensive care; Mechanical ventilation; Respiratory rate; Interquartile range; Anesthesia; Pressure support ventilation; Spontaneous breathing trial; Predictive validity; Intensive care medicine; Emergency medicine; Surgery; Blood pressure; Heart rate; 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":[0.00007971272,0.0001382288,0.0003522717,0.0001403908,0.0000316286,0.000008233013,0.00002665436,0.0001659768,0.00001490087],"category_scores_gemma":[0.0003807703,0.000117776,0.00003231747,0.0001122499,0.0001228059,0.0001105335,0.00002732591,0.0001801105,8.700666e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001750225,"about_ca_system_score_gemma":0.00009172494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000419806,"about_ca_topic_score_gemma":0.0001182015,"domain_scores_codex":[0.9991313,0.00004106678,0.0003246258,0.0002648793,0.00009212091,0.0001460523],"domain_scores_gemma":[0.9971818,0.00001818243,0.0001010675,0.0001270154,0.00237531,0.0001966169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002206869,0.000004337508,0.9019446,0.00009052381,0.00002517696,0.0001062041,0.03921806,4.993095e-8,0.000698382,0.0001191936,0.001314643,0.05625816],"study_design_scores_gemma":[0.001606888,0.002690145,0.6990418,0.000482249,0.0001359438,0.00009640667,0.2893827,0.00001508476,0.002023522,0.00008452601,0.004328191,0.0001125104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978114,0.001308014,0.00001159726,0.0002567434,0.00008539825,0.0002710609,0.000008645387,0.00001560972,0.000231508],"genre_scores_gemma":[0.9974653,0.0007183743,0.0001432209,0.001322708,0.00005405628,0.000003725198,0.00004740485,0.00001456853,0.0002307095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2501647,"threshold_uncertainty_score":0.4802765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09975880224413451,"score_gpt":0.3114467356384455,"score_spread":0.211687933394311,"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."}}