{"id":"W4385956136","doi":"10.1136/bmjopen-2022-071346","title":"WHO O2CoV2: oxygen requirements and respiratory support in patients with COVID-19 in low-and-middle income countries—protocol for a multicountry, prospective, observational cohort study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Wellcome Trust; World Health Organization","keywords":"Medicine; Observational study; Oxygen therapy; Pandemic; Population; Modalities; Psychological intervention; Coronavirus disease 2019 (COVID-19); Family medicine; Intensive care medicine; Environmental health; Disease; Internal medicine; Nursing; Infectious disease (medical specialty)","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":[0.01810159,0.003051828,0.003834299,0.00283906,0.002143929,0.002220908,0.002933565,0.002431895,0.0137693],"category_scores_gemma":[0.01422832,0.002164318,0.005322884,0.003814166,0.001114306,0.002937906,0.00275302,0.00267028,0.003170116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003516122,"about_ca_system_score_gemma":0.01046847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007058891,"about_ca_topic_score_gemma":0.006641166,"domain_scores_codex":[0.9916225,0.003820878,0.002098194,0.001099463,0.0006310479,0.000727893],"domain_scores_gemma":[0.9922455,0.0009771121,0.002520254,0.0009450151,0.002519232,0.0007928305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2462776,0.01783384,0.4219472,0.05539194,0.008609144,0.002225167,0.007971228,0.01409003,0.005207194,0.01313669,0.1419314,0.06537852],"study_design_scores_gemma":[0.0777492,0.04008152,0.694168,0.01775739,0.00324528,0.001290709,0.00921951,0.01319997,0.002547986,0.006033184,0.1338158,0.0008915515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03706532,0.001195949,0.00706757,0.0004697179,0.0002427189,0.9048846,0.04644169,0.0001189739,0.002513478],"genre_scores_gemma":[0.0206919,0.0002950945,0.00485526,0.0002286893,0.00004275574,0.9631445,0.01034278,0.00001775386,0.0003813455],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01810159,"threshold_uncertainty_score":0.0957315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1526316517317909,"score_gpt":0.4382723580256032,"score_spread":0.2856407062938123,"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."}}