{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100309,0.0002561158,0.0003179835,0.0009023224,0.0003774479,0.0007770301,0.0003695838,0.0003279652,0.0004591091],"category_scores_gemma":[0.00334915,0.0003264333,0.0003726354,0.0008894475,0.0006521232,0.0006412275,0.0007444276,0.0003647164,0.00009374295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432778,"about_ca_system_score_gemma":0.0009739607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1814355,"about_ca_topic_score_gemma":0.1699071,"domain_scores_codex":[0.9986269,0.0003260128,0.000219929,0.0003341966,0.0003579553,0.0001350691],"domain_scores_gemma":[0.9980324,0.0002016719,0.001162573,0.00007499936,0.0002235988,0.0003047127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006936971,0.00004153477,0.9897967,0.00005096066,0.00005327421,0.0001785503,0.003661979,0.00003802361,0.0008567253,0.00003564787,0.00005498109,0.005162235],"study_design_scores_gemma":[0.000003213961,0.00008489893,0.9991479,0.00000821174,0.000004827415,0.00008470871,0.000492773,0.00004892363,0.00001708615,0.000004346677,0.0000997689,0.000003295454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994804,0.0001787043,0.00003669064,0.00003390363,0.000001813109,0.00001067712,0.0000458623,8.472929e-7,0.0002111672],"genre_scores_gemma":[0.999482,0.0001918583,0.0001145128,0.00002696804,0.000003021445,0.00001531992,0.00005550072,7.031206e-7,0.0001102536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814355,"threshold_uncertainty_score":0.3607588,"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."}}