{"id":"W2811234867","doi":"10.1016/b978-0-323-44887-1.00034-1","title":"Principles of Mechanical Ventilation","year":2019,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mechanical ventilation; Medicine; Ventilation (architecture); Intensive care medicine; Respiratory failure; Anesthesia; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002619577,0.001078534,0.0006290241,0.001207526,0.0007530338,0.001624316,0.000784278,0.001372062,0.07247359],"category_scores_gemma":[0.0004952191,0.0003082193,0.0004106694,0.0007977324,0.00110483,0.00163849,0.001736573,0.00289626,0.04579786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006691326,"about_ca_system_score_gemma":0.0007465407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007842107,"about_ca_topic_score_gemma":0.002122313,"domain_scores_codex":[0.9998268,0.00002377559,0.00001008422,0.0000324356,0.00009112341,0.0000156285],"domain_scores_gemma":[0.9999151,0.00003029503,0.000005388817,0.00001353227,0.00002235275,0.00001331018],"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":[0.00002295452,0.00004989273,0.0001223615,0.0004838424,0.000009337582,0.0001976153,0.0004279574,0.0007008188,0.001643528,0.1487179,0.2374173,0.6102065],"study_design_scores_gemma":[0.00000314402,0.00001592,0.0001847013,0.0002407092,0.000002617968,0.0002343252,0.00003393981,0.0001747818,0.0001546929,0.02784672,0.9711035,0.000005018896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006246957,0.07194268,0.01371238,0.002569414,0.003606678,0.00007939494,0.0001948956,0.0002758508,0.906994],"genre_scores_gemma":[0.004411114,0.02560806,0.004995881,0.001010279,0.00123288,0.0001002634,0.0001435834,0.0001101196,0.9623879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07247359,"threshold_uncertainty_score":0.2424483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589203923405094,"score_gpt":0.2691234145379175,"score_spread":0.2332313753038666,"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."}}