{"id":"W2963878087","doi":"10.4187/respcare.07226","title":"Driving Pressure: The Road Ahead","year":2019,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Acute respiratory failure; Intensive care medicine; Mechanical ventilation; Respiratory failure; Ventilation (architecture); Positive end-expiratory pressure; Positive-Pressure Respiration; Cornerstone; Lung; Anesthesia; 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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0003247798,0.000666488,0.0009356531,0.0002360261,0.0002005284,0.0001063293,0.000621712,0.001595769,0.001025228],"category_scores_gemma":[0.0001373689,0.0004481929,0.0006122003,0.0002329631,0.0001267934,0.0001089192,0.000191994,0.003328829,0.001511911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778498,"about_ca_system_score_gemma":0.001071816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001468946,"about_ca_topic_score_gemma":0.000007440715,"domain_scores_codex":[0.996277,0.0002488641,0.000586475,0.0008903479,0.001184334,0.000812981],"domain_scores_gemma":[0.9967558,0.0001207921,0.0003295501,0.002246604,0.000403398,0.0001438464],"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":[0.00002163658,0.00001060589,0.001893544,0.001047657,0.0002188751,0.0009452391,0.0003256247,0.000001574872,0.00226404,0.0000123567,0.9850454,0.008213395],"study_design_scores_gemma":[0.0007159912,0.0003935499,0.0008856609,0.0004212379,0.0006488193,0.00004870248,0.0002999752,0.000001616607,0.003129636,0.000007256683,0.9929571,0.0004904736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02194635,0.09101529,0.0001326452,0.669019,0.0163138,0.01240338,0.0005230435,0.001595857,0.1870506],"genre_scores_gemma":[0.005758076,0.00002577317,0.00003616904,0.9472789,0.01204876,0.0001164899,0.0002696056,0.0002564349,0.03420981],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2782599,"threshold_uncertainty_score":0.9998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525925941998246,"score_gpt":0.2762478232669979,"score_spread":0.2509885638470155,"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."}}