{"id":"W4400512853","doi":"10.3389/fphys.2024.1399407","title":"Body mass index is associated with pulmonary gas and blood distribution mismatch in COVID-19 acute respiratory failure. A physiological study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Physiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto; St. Michael's Hospital","funders":"Science for Life Laboratory; Njurfonden; Uppsala Universitet; Vetenskapsrådet; Knut och Alice Wallenbergs Stiftelse; Svenska Läkaresällskapet; Hjärt-Lungfonden; Svenska Sällskapet för Medicinsk Forskning","keywords":"Coronavirus disease 2019 (COVID-19); Body mass index; Medicine; Respiratory system; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Acute respiratory failure; Respiratory failure; Internal medicine; Cardiology; Intensive care medicine; Virology; Mechanical ventilation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008891344,0.0004333468,0.0005582559,0.0006349252,0.0003359806,0.0006767965,0.0004226876,0.000814818,0.001789662],"category_scores_gemma":[0.002320815,0.0003403526,0.0008169323,0.0007322392,0.0004569582,0.000465312,0.000718025,0.0007480151,0.0002418887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001861771,"about_ca_system_score_gemma":0.0001863883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345479,"about_ca_topic_score_gemma":0.0009947413,"domain_scores_codex":[0.999431,0.0001936932,0.00007418941,0.0001348454,0.00007073291,0.00009544441],"domain_scores_gemma":[0.9975941,0.0006141387,0.0009305512,0.0002272704,0.0001241358,0.0005097391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00032844,0.00003571932,0.9988866,0.000007081244,0.00005100197,0.00006198224,0.00001821496,0.00002358005,0.0002665113,0.000006877248,0.00001836418,0.000295553],"study_design_scores_gemma":[0.000006480357,0.0001530972,0.9993093,0.000002727865,0.00002490689,0.0001549168,0.00005501756,0.000210493,0.00003456495,0.000009959186,0.00003582223,0.000002582526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994432,0.0001851892,0.0000680185,0.00002061105,0.000005786967,0.000006076158,0.0001172186,0.000001765412,0.000152036],"genre_scores_gemma":[0.999751,0.00002952942,0.00003703077,0.00001241147,0.00001206939,0.000005283413,0.0001246848,0.000001044907,0.00002696866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001789662,"threshold_uncertainty_score":0.005986989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615471171467684,"score_gpt":0.2779300741858391,"score_spread":0.2617753624711623,"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."}}