{"id":"W3135183914","doi":"10.1186/s13613-021-00828-2","title":"Continuous positive airway pressure for respiratory support during COVID-19 pandemic: a frugal approach from bench to bedside","year":2021,"lang":"en","type":"article","venue":"Annals of Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Continuous positive airway pressure; Work of breathing; Respiratory physiology; Tidal volume; Respirator; Coronavirus disease 2019 (COVID-19); Intensive care; Anesthesiology; Emergency medicine; Mechanical ventilation; Anesthesia; Respiratory system; Intensive care medicine; Internal medicine; Disease","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":[0.0002179493,0.0003136805,0.0008826418,0.0001710787,0.0001282542,0.00002331001,0.0001700938,0.0002727863,0.0002419462],"category_scores_gemma":[0.006764011,0.0002935783,0.0004180063,0.0002024749,0.00008541307,0.0001014662,0.0001496841,0.0002649704,0.00001364184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006213687,"about_ca_system_score_gemma":0.0009467137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320062,"about_ca_topic_score_gemma":0.00004715143,"domain_scores_codex":[0.9977153,0.00008509043,0.0005642376,0.0007252093,0.000414226,0.0004959307],"domain_scores_gemma":[0.9793364,0.0001753548,0.0002098716,0.0005268432,0.01906481,0.0006866756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005080843,0.0002737827,0.1012244,0.002183359,0.001954458,0.00212592,0.03867062,0.00005077706,0.5606415,0.0004015212,0.2836387,0.003754076],"study_design_scores_gemma":[0.002774326,0.001642343,0.007428598,0.0002887684,0.0004169059,0.0001328439,0.08929419,0.000006045235,0.7864301,0.0001425711,0.1110016,0.000441697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804325,0.006007859,0.002162411,0.004481076,0.0004292918,0.001933841,0.002440884,0.0001142547,0.001997863],"genre_scores_gemma":[0.8328165,0.0000537972,0.001233751,0.1628247,0.0004266601,0.0001871296,0.0008945658,0.00007017476,0.001492741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2257886,"threshold_uncertainty_score":0.9999517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010692160557876,"score_gpt":0.3710211582975101,"score_spread":0.2699519422417225,"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."}}