{"id":"W3194139843","doi":"10.1007/978-3-030-79132-2_7","title":"Liver Failure and the Lungs","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Hepatic encephalopathy; Intensive care medicine; Respiratory failure; Ascites; Pathophysiology; Respiratory system; Pulmonary edema; Liver failure; Lung; Internal medicine; Cirrhosis","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":[0.0003098584,0.0006412425,0.0004360574,0.0007838379,0.0009859003,0.002178511,0.0004546694,0.00169034,0.03012194],"category_scores_gemma":[0.0006150004,0.0002031986,0.0002580433,0.000523332,0.001474338,0.001549003,0.001161092,0.003186039,0.009106224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009416846,"about_ca_system_score_gemma":0.0009131674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878143,"about_ca_topic_score_gemma":0.01005136,"domain_scores_codex":[0.9998808,0.00003952657,0.00000355442,0.00001160083,0.00004772459,0.00001682199],"domain_scores_gemma":[0.9998684,0.0000816327,0.000005961362,0.00000779756,0.00001509022,0.00002110995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002239856,0.00005196535,0.0001205066,0.0002060678,0.000005278925,0.0002892889,0.0003711022,0.0003142165,0.0002832936,0.1747861,0.7160299,0.1075199],"study_design_scores_gemma":[0.000003045578,0.000009357328,0.0001803656,0.0001850832,0.000001129457,0.0002802771,0.00007012463,0.0000418258,0.00002365952,0.02292664,0.976275,0.000003439704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000592829,0.1857177,0.0007892907,0.01220102,0.007228611,0.00002430338,0.00008000258,0.00005432831,0.793312],"genre_scores_gemma":[0.006530751,0.07241585,0.0008630219,0.01006957,0.006322246,0.00004724469,0.00007426029,0.00005017883,0.9036268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03012194,"threshold_uncertainty_score":0.100768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009137186814297671,"score_gpt":0.2055633970882497,"score_spread":0.196426210273952,"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."}}