{"id":"W4404660406","doi":"10.1186/s41479-024-00145-9","title":"Oxygenation indices and early prediction of outcome in hypoxemic patients with COVID-19 pneumonia requiring noninvasive respiratory support in pulmonary intermediate care unit","year":2024,"lang":"en","type":"article","venue":"Pneumonia","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pneumonia; Oxygenation; Intensive care medicine; Intensive care unit; 2019-20 coronavirus outbreak; Cardiology; Internal medicine; Disease; Virology; 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":[0.0009356246,0.0002705202,0.0003792822,0.0005041171,0.0002361995,0.000494434,0.0002738276,0.0003754841,0.0007838454],"category_scores_gemma":[0.003147566,0.0001640772,0.0003070102,0.0005369429,0.0002072721,0.0003117004,0.0004271448,0.0003726249,0.0001477212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659324,"about_ca_system_score_gemma":0.0003174761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437693,"about_ca_topic_score_gemma":0.001411409,"domain_scores_codex":[0.9995924,0.0001534184,0.00005614427,0.00006060584,0.00006402296,0.00007354128],"domain_scores_gemma":[0.9979659,0.0005807955,0.000863856,0.0000578511,0.0001883883,0.0003431993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001756793,0.00002123661,0.9991106,0.000005549526,0.000008487547,0.00003289981,0.00001671821,0.00002206009,0.00007915969,0.000002176901,0.00001530588,0.0005100135],"study_design_scores_gemma":[0.000006731237,0.0003086535,0.999122,0.000005981647,0.00001311376,0.0001406728,0.00007413161,0.0002138078,0.00006874721,0.000008290656,0.00003609542,0.000001880998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995814,0.0001604206,0.00004472911,0.00001669453,0.000002679632,0.000006408674,0.00007533587,9.266416e-7,0.0001114524],"genre_scores_gemma":[0.9997292,0.00004417197,0.00005519711,0.000007261086,0.000005580003,0.000006322822,0.0001259865,3.349397e-7,0.00002595731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001437693,"threshold_uncertainty_score":0.004948139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0337536575310907,"score_gpt":0.2942381280932545,"score_spread":0.2604844705621638,"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."}}