{"id":"W4293244274","doi":"10.1164/ajrccm-conference.2022.205.1_meetingabstracts.a5574","title":"Baseline Plasma Viral Antigen Levels Are Associated with Clinical Deterioration in Hospitalized Covid-19: Potential Value for Stratifying Patients for Therapeutic Interventions","year":2022,"lang":"en","type":"article","venue":"","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Psychological intervention; Baseline (sea); Internal medicine; Value (mathematics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Intensive care medicine; Immunology; Virology; Computer science; Disease; Biology; Machine learning","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":[0.001489397,0.0004585452,0.0006937651,0.000661155,0.0003392313,0.001050402,0.0004688277,0.0006091142,0.001542943],"category_scores_gemma":[0.006464883,0.0001762845,0.0006082295,0.0008869887,0.0003193838,0.0007051724,0.0005141175,0.000976951,0.0001786547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039187,"about_ca_system_score_gemma":0.0005825246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982772,"about_ca_topic_score_gemma":0.00283324,"domain_scores_codex":[0.9991798,0.0003201188,0.0001112121,0.0001138189,0.0001043065,0.0001706737],"domain_scores_gemma":[0.9958267,0.001248593,0.001840807,0.0002079496,0.0003138018,0.0005621166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001243342,0.000120267,0.9936346,0.00003145679,0.0001250272,0.00006438664,0.00003125008,0.00006657244,0.0006984334,0.00003996074,0.0001674915,0.00377722],"study_design_scores_gemma":[0.00003245167,0.0003704006,0.9986216,0.00001927497,0.00005630391,0.00009386522,0.0001033303,0.0003317168,0.0001405667,0.00008243031,0.0001425843,0.000005520686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972083,0.001137204,0.0002003474,0.0001519603,0.00003117952,0.00002351167,0.0005028766,0.000004963656,0.0007396356],"genre_scores_gemma":[0.9980772,0.0003400246,0.0004226579,0.0000821352,0.00004936647,0.0000141099,0.0008806726,0.000002433699,0.0001315186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001982772,"threshold_uncertainty_score":0.007876813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869438644620137,"score_gpt":0.4913706087303868,"score_spread":0.3044267442683732,"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."}}