{"id":"W1972026551","doi":"10.1615/critrevbiomedeng.2014011124","title":"Modeling the Weaning of Intensive Care Unit Patients from Mechanical Ventilation: A Review","year":2014,"lang":"en","type":"review","venue":"Critical Reviews in Biomedical Engineering","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Mechanical ventilation; Weaning; Process (computing); Intensive care unit; Intensive care medicine; Medicine; Health care; Computer science; Intensive care; Unit (ring theory); Risk analysis (engineering); Medical emergency; Operations management; Engineering; Mathematics","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001072344,0.0005450441,0.004125684,0.0002220333,0.00003737883,0.00001347572,0.0004163179,0.0004885492,0.0002184917],"category_scores_gemma":[0.01606466,0.0003368389,0.0009229573,0.0006808502,0.000106864,0.00005263507,0.0002105434,0.00123543,0.00006569917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304414,"about_ca_system_score_gemma":0.0002078778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005373267,"about_ca_topic_score_gemma":5.906762e-7,"domain_scores_codex":[0.9956191,0.0002426785,0.002449991,0.0005549947,0.0006711069,0.0004621382],"domain_scores_gemma":[0.9973403,0.000635096,0.0002139754,0.0007679483,0.0006441696,0.000398509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005382038,0.00004695328,0.000001958656,0.1810741,0.00005515312,0.00003141293,0.00004284305,0.00000155436,0.000003202745,0.0005941266,0.0002301926,0.8179131],"study_design_scores_gemma":[0.0001948942,0.00009724086,6.187513e-7,0.2959237,0.001156829,0.00001095447,0.00002620141,0.001656702,9.332321e-7,0.00001739372,0.7007093,0.0002052636],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005916253,0.9792225,0.01812602,0.0001203247,0.0007392802,0.001680457,0.00003128779,0.00003673132,0.00003742066],"genre_scores_gemma":[0.0001273323,0.995664,0.001987665,0.001014185,0.0003927738,0.0002412989,0.0004881691,0.00007913823,0.000005433182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8177078,"threshold_uncertainty_score":0.9999084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.079294034190588,"score_gpt":0.3787384166832272,"score_spread":0.2994443824926392,"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."}}