{"id":"W178133931","doi":"10.1007/3-540-26791-3_3","title":"Long-term Outcomes of Mechanical Ventilation","year":2005,"lang":"en","type":"book-chapter","venue":"Update in intensive care medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Term (time); Mechanical ventilation; Ventilation (architecture); Environmental science; Medicine; Engineering; Anesthesia; Physics; Mechanical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002083207,0.0005212022,0.001773359,0.0006931887,0.00002269185,0.000003660952,0.0001831083,0.00060791,0.004389684],"category_scores_gemma":[0.0004775622,0.0004005069,0.0003064176,0.00006740975,0.0002387725,0.00005644885,0.0001020996,0.0007310889,0.0001418325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443609,"about_ca_system_score_gemma":0.000177111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001787193,"about_ca_topic_score_gemma":0.0001211099,"domain_scores_codex":[0.9972166,0.00001803505,0.001162958,0.0005544704,0.0007358509,0.0003120752],"domain_scores_gemma":[0.995603,0.00007453291,0.0005082538,0.0006947644,0.002894426,0.0002250656],"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":[0.007886181,0.0004223994,0.2164902,0.008484165,0.004845501,0.02316451,0.01313374,0.000009771622,0.02810267,0.1573831,0.08198424,0.4580935],"study_design_scores_gemma":[0.02646534,0.009482159,0.121884,0.03418593,0.007137648,0.001179115,0.009639138,0.00003748953,0.02781485,0.0065673,0.7524067,0.003200371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2405063,0.04418055,0.003266723,0.02821934,0.01913956,0.01225346,0.0005955947,0.0007553418,0.6510832],"genre_scores_gemma":[0.7120551,0.002563532,0.0006120853,0.02707685,0.002486752,0.00005454393,0.004242571,0.0004092598,0.2504992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6704224,"threshold_uncertainty_score":0.9998447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0409507133395778,"score_gpt":0.3186814154167927,"score_spread":0.2777307020772149,"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."}}