{"id":"W1987922000","doi":"10.1016/j.resp.2011.11.014","title":"Pulmonary mechanics during mechanical ventilation","year":2011,"lang":"en","type":"review","venue":"Respiratory Physiology & Neurobiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Respiratory physiology; Mechanical ventilation; Medicine; Intensive care medicine; Ventilation (architecture); Compliance (psychology); Noninvasive ventilation; Respiratory system; Anesthesia; Engineering; Internal medicine; Mechanical engineering; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003954335,0.001127556,0.003983726,0.0006712094,0.0002256866,0.00001171145,0.0005946719,0.002194285,0.0009466948],"category_scores_gemma":[0.0001060515,0.0009361685,0.001447651,0.0004700343,0.0001768557,0.0001109975,0.000473828,0.001705995,0.001328856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001655748,"about_ca_system_score_gemma":0.000707159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001909556,"about_ca_topic_score_gemma":8.753123e-7,"domain_scores_codex":[0.9944044,0.00097464,0.001582666,0.001783193,0.000168431,0.001086654],"domain_scores_gemma":[0.9967225,0.0001481124,0.0009582982,0.001600204,0.0001474722,0.000423453],"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":[0.001462155,0.001430227,0.00001847765,0.03433109,0.001816591,0.002466471,0.00004277597,0.000001129265,0.2753037,0.009807175,0.0008287799,0.6724914],"study_design_scores_gemma":[0.0005156073,0.001105617,0.00008999979,0.001565724,0.001470772,0.001287908,0.000005166348,0.000002254176,0.001242277,0.0003754547,0.9916533,0.0006859772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002235522,0.9923988,0.00004351926,0.000006938834,0.002125498,0.001960193,0.00006127229,0.000406425,0.0007618442],"genre_scores_gemma":[0.0007319638,0.9955058,0.000095724,0.0009632395,0.001110303,0.000402537,0.0004394802,0.000291182,0.0004598117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9908245,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08528567423163752,"score_gpt":0.3295736216900593,"score_spread":0.2442879474584218,"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."}}