{"id":"W2944136695","doi":"10.1016/j.cophys.2019.04.023","title":"Respiratory muscles during exercise: mechanics, energetics, and fatigue","year":2019,"lang":"en","type":"article","venue":"Current Opinion in Physiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hyperpnea; Respiratory physiology; Respiratory system; Muscle fatigue; Medicine; Physical medicine and rehabilitation; Physical therapy; Internal medicine","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":[0.0001137138,0.0001793306,0.0003685994,0.0002227719,0.00004351715,0.000007313611,0.0001179594,0.0001049681,0.0002550643],"category_scores_gemma":[0.00005076743,0.0001714133,0.00006640224,0.0001681879,0.0001085277,0.00008141647,0.0002267387,0.0003417407,0.00005927368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463552,"about_ca_system_score_gemma":0.0001269273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009729138,"about_ca_topic_score_gemma":8.859518e-7,"domain_scores_codex":[0.9985143,0.0000967235,0.0002800438,0.0005219239,0.0002014323,0.0003855581],"domain_scores_gemma":[0.9992466,0.00005202247,0.0000679845,0.000388941,0.00007910936,0.0001653494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002717551,0.002168558,0.2271871,0.0253846,0.0001647356,0.00002669345,0.001061817,0.0004236974,0.5734221,0.02699449,0.003357824,0.1370908],"study_design_scores_gemma":[0.002788993,0.0001060503,0.9819398,0.000952595,0.00001235432,0.000006162618,0.0001829199,0.001213685,0.001610528,0.00211081,0.00883567,0.0002404216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830025,0.01368048,0.00000986818,0.0001101141,0.002435855,0.000593832,0.00001562331,0.00003930304,0.0001124614],"genre_scores_gemma":[0.9961735,0.003156049,0.0000305268,0.0000213267,0.0003912933,0.0000640127,0.00007367268,0.00002879943,0.00006081841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7547527,"threshold_uncertainty_score":0.699003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04777242150865475,"score_gpt":0.3457950706024703,"score_spread":0.2980226490938155,"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."}}