{"id":"W3201513859","doi":"10.1101/2021.09.09.21263251","title":"Iron related biomarkers predict disease severity in a cohort of Portuguese adult patients during COVID-19 acute infection","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Centre hospitalier universitaire Sainte-Justine","keywords":"Medicine; Internal medicine; Ferritin; Disease; Serum iron; Coronavirus disease 2019 (COVID-19); Transferrin saturation; Transferrin; Gastroenterology; Immunology; Anemia; Serum ferritin","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004095011,0.0003806058,0.0007727129,0.0004702978,0.00005544924,0.00001391178,0.0001396179,0.0004068621,0.0001794304],"category_scores_gemma":[0.001808458,0.000378724,0.000302757,0.0004615503,0.0001528169,0.000110569,0.0003789812,0.0006570167,0.000006038184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000256704,"about_ca_system_score_gemma":0.0007631936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002022365,"about_ca_topic_score_gemma":0.0001515876,"domain_scores_codex":[0.9970859,0.0002575287,0.000859189,0.0007981327,0.0006482039,0.0003510951],"domain_scores_gemma":[0.9978588,0.00003589686,0.000422441,0.000829637,0.000239506,0.0006137496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00105377,0.0007659399,0.9927296,0.003548202,0.0002106109,0.0003553275,0.0005008178,0.0001168327,0.0002860162,0.000004095038,0.0001195281,0.0003092557],"study_design_scores_gemma":[0.004267704,0.00004195554,0.9935306,0.0004770676,0.0008916881,0.000007311097,0.00005898327,0.0002003702,0.0001537648,0.00004949092,0.00003597507,0.0002850952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959869,0.0006781658,0.00003233129,0.0002781922,0.0008931073,0.001443666,0.0002171102,0.000117032,0.0003534989],"genre_scores_gemma":[0.9943427,0.002978065,0.00007218523,0.0002068901,0.00004268196,0.0001268992,0.001982932,0.00005026827,0.0001973521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003213933,"threshold_uncertainty_score":0.9998665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008164049310526042,"score_gpt":0.2617736642130853,"score_spread":0.2536096149025592,"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."}}