{"id":"W3118670520","doi":"10.14740/jocmr4405","title":"Outcomes in Patients With COVID-19 Disease and High Oxygen Requirements","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Oxygen; Virology; Intensive care medicine; Internal medicine; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006158565,0.0002647578,0.000451256,0.0006143021,0.0005803218,0.0006221585,0.0002344014,0.0003528666,0.001407641],"category_scores_gemma":[0.002311189,0.0001751393,0.0003686497,0.0008724229,0.0003443241,0.000570699,0.0005595797,0.0007276949,0.0001450315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004087708,"about_ca_system_score_gemma":0.0005273158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937403,"about_ca_topic_score_gemma":0.002426834,"domain_scores_codex":[0.9995605,0.00009323468,0.00006984221,0.00007959436,0.00007674142,0.0001200648],"domain_scores_gemma":[0.9977501,0.0002696441,0.00132613,0.00005421202,0.0001588966,0.0004410734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005582672,0.00001386297,0.9992753,0.000004604466,0.00001090957,0.0001922277,0.00002282781,0.00001749652,0.0000450308,0.000009718202,0.00004056355,0.0003116601],"study_design_scores_gemma":[0.000009203763,0.0001622002,0.9978009,0.00001580009,0.0000180522,0.001369908,0.0002475393,0.000172184,0.0000423579,0.0000499269,0.0001074442,0.000004561979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992273,0.0002438989,0.00005366523,0.00007123774,0.000008348356,0.000005880557,0.0001323809,0.000001537129,0.0002557436],"genre_scores_gemma":[0.9994543,0.0001057801,0.00005492101,0.00002948191,0.00002199256,0.0000065655,0.0002862374,9.20706e-7,0.00003975349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001937403,"threshold_uncertainty_score":0.004709065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3099893856561532,"score_gpt":0.613547370386286,"score_spread":0.3035579847301328,"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."}}