{"id":"W4364355997","doi":"10.29390/cjrt-2022-075","title":"Risk factors for ventilator-induced-lung injury develop three to five times faster after a single episode of lung injury","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Lungpacer Medical (Canada); Simon Fraser University; Royal Columbian Hospital","funders":"Simon Fraser University; British Columbia Lung Association","keywords":"Medicine; Lung; Anesthesia; Tidal volume; Respiratory physiology; Mechanical ventilation; Lung volumes; Positive end-expiratory pressure; Respiratory system; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000185994,0.0002678797,0.000394432,0.0002651709,0.0001481653,0.0002961146,0.000138299,0.0003329599,0.002184701],"category_scores_gemma":[0.0003988091,0.00009399859,0.0003344093,0.0001202582,0.0001222871,0.0002369891,0.000276244,0.0004832393,0.0002729295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296955,"about_ca_system_score_gemma":0.0001495113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002469108,"about_ca_topic_score_gemma":0.000289554,"domain_scores_codex":[0.9998317,0.00001977694,0.00001487319,0.00004215262,0.00004249518,0.00004888153],"domain_scores_gemma":[0.9994603,0.0000390591,0.0002665878,0.00002507791,0.00003986253,0.0001690493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003061429,0.0008714846,0.7953358,0.0001565726,0.0001749337,0.0014531,0.0001934101,0.0001513364,0.1779169,0.0001063187,0.0003622973,0.02021646],"study_design_scores_gemma":[0.00001160243,0.001945098,0.9866467,0.00001773426,0.00004324198,0.002048761,0.0001318014,0.0002531161,0.008362076,0.00003747574,0.000497137,0.000005172143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998794,0.000409962,0.0004219086,0.00002786836,0.000008931813,0.00001721125,0.00004523581,0.00001325159,0.0002616746],"genre_scores_gemma":[0.9988771,0.0001587503,0.0002468512,0.00002106309,0.00001002193,0.00001696607,0.0001408785,0.000002203147,0.0005262176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002184701,"threshold_uncertainty_score":0.007308543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407945990143151,"score_gpt":0.292626054905665,"score_spread":0.2585465950042335,"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."}}