{"id":"W2887943045","doi":"10.4187/respcare.06027","title":"Impact of Gas Masks on Work of Breathing, Breathing Patterns, and Gas Exchange in Healthy Subjects","year":2018,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Canadian Armed Forces","keywords":"Medicine; Breathing; Work of breathing; Respiratory system; Anesthesia; Crossover study; Internal medicine; Placebo","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":[],"consensus_categories":[],"category_scores_codex":[0.0002362869,0.0001140594,0.0002818327,0.0002460865,0.00004043382,0.000006120178,0.00002909683,0.0001081236,0.0001044158],"category_scores_gemma":[0.00005780745,0.00009572195,0.00008782075,0.0001781738,0.00004269458,0.00005899969,0.00001761226,0.0001411654,0.000005053719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001553571,"about_ca_system_score_gemma":0.0001022269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005278077,"about_ca_topic_score_gemma":0.0001530106,"domain_scores_codex":[0.9991313,0.00008245284,0.0002650084,0.0001780653,0.0001745532,0.0001686312],"domain_scores_gemma":[0.9993439,0.00004346301,0.0001496266,0.0001984125,0.0001847452,0.00007989372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001127867,0.00006917503,0.9576545,0.0004790601,0.00002918409,0.00002287351,0.003689355,0.000005331304,0.001917756,0.00001162029,0.0001022603,0.03489097],"study_design_scores_gemma":[0.002387937,0.003943221,0.9881424,0.000911136,0.00003491269,0.00001351563,0.00022782,0.00002100094,0.003849633,0.000007847519,0.0003707604,0.00008982654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972903,0.001024565,0.00005786641,0.00004278383,0.000110504,0.0002631835,0.0000145896,0.00001689727,0.001179324],"genre_scores_gemma":[0.9993079,0.00002987992,0.00001397673,0.0003354888,0.0002663271,0.00000701172,0.000007080806,0.00001587993,0.00001641927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03480115,"threshold_uncertainty_score":0.3903427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584234945314761,"score_gpt":0.3207428466034598,"score_spread":0.2949004971503121,"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."}}