{"id":"W2953994202","doi":"10.1007/s00134-019-05664-4","title":"Expiratory muscle dysfunction in critically ill patients: towards improved understanding","year":2019,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Transpulmonary pressure; Mechanical ventilation; Respiratory physiology; Intensive care medicine; Muscles of respiration; Ventilation (architecture); Lung volumes; Anesthesia; Respiratory system; Lung; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0002978164,0.0007459268,0.003264782,0.0008650947,0.00005511458,0.00001528976,0.0002025581,0.0007154439,0.0004953056],"category_scores_gemma":[0.007087738,0.0005300696,0.0004947112,0.000506184,0.0002297977,0.0001140554,0.0001128893,0.00109547,0.0001247763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014309,"about_ca_system_score_gemma":0.0009483066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006146944,"about_ca_topic_score_gemma":0.00002414616,"domain_scores_codex":[0.9964013,0.0001430057,0.001285594,0.0008974565,0.0006513706,0.0006212408],"domain_scores_gemma":[0.9880727,0.0001740771,0.0003514455,0.0007543925,0.01027644,0.0003709404],"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":[0.0000826534,0.00005444544,0.0001223944,0.02736123,0.0001728963,0.0004095833,0.001156134,2.70399e-8,0.00004990638,0.0001675229,0.0100355,0.9603877],"study_design_scores_gemma":[0.003035541,0.002331221,0.00006863648,0.03896705,0.00168821,0.0000417858,0.03457453,0.000003592761,0.000007356566,0.00003262239,0.9187868,0.0004627024],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008655172,0.9863291,0.0007949614,0.0005204465,0.004818544,0.002689827,0.00004555049,0.0001037198,0.004611254],"genre_scores_gemma":[0.0009009176,0.9660448,0.00006691155,0.02979977,0.001059361,0.0001794509,0.001102648,0.0002048543,0.0006412681],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.959925,"threshold_uncertainty_score":0.9997151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032411887811221,"score_gpt":0.3495939174718199,"score_spread":0.2463527286906979,"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."}}