{"id":"W2790682405","doi":"10.1016/j.chest.2018.01.046","title":"Expiratory Flow Limitation During Mechanical Ventilation","year":2018,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Anesthesia; Flow (mathematics); Cardiology; Intensive care medicine; Mechanics; 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":[0.0008886542,0.001000402,0.002113767,0.002459847,0.0002962035,0.001709663,0.001016089,0.002208322,0.003561866],"category_scores_gemma":[0.003636659,0.0003971616,0.0008631689,0.001787288,0.0007760418,0.001818533,0.001235115,0.002156388,0.0008989221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004968522,"about_ca_system_score_gemma":0.001889065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009586092,"about_ca_topic_score_gemma":0.002414995,"domain_scores_codex":[0.9994978,0.00009651922,0.0001580404,0.00008420972,0.0001274882,0.00003598435],"domain_scores_gemma":[0.9983255,0.001070741,0.0003288129,0.00002859148,0.0001840198,0.00006233589],"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":[0.0001561248,0.00007273647,0.0008132266,0.09988928,0.0005847086,0.0004411273,0.0001073745,0.000193211,0.0005722407,0.001236377,0.02626736,0.8696662],"study_design_scores_gemma":[0.000217415,0.0003506647,0.01100035,0.1048256,0.003267082,0.008528678,0.0003903053,0.0002267952,0.0005967136,0.003641271,0.866847,0.0001082543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005123853,0.9993746,0.0000230055,0.0001577043,0.0001860887,0.000002468759,0.000006986641,0.000001050699,0.0001968464],"genre_scores_gemma":[0.0009295334,0.9979085,0.00007194974,0.0003007496,0.0005900945,0.000006612187,0.00001628422,6.964303e-7,0.0001756388],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003561866,"threshold_uncertainty_score":0.01191556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160013011666026,"score_gpt":0.3625184992771615,"score_spread":0.2465171981105589,"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."}}