{"id":"W3165325621","doi":"10.14740/jocmr4507","title":"Low Serum Albumin Predicts Severe Outcomes in COVID-19 Infection: A Single-Center Retrospective Case-Control Study","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Retrospective cohort study; ARDS; Intensive care unit; Acute kidney injury; Albumin; Odds ratio; Renal replacement therapy; Respiratory failure; Lung","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":[0.001711333,0.0004959262,0.0006679078,0.001048428,0.0007038661,0.0008764529,0.0005120772,0.0006262402,0.001208273],"category_scores_gemma":[0.00319249,0.0005620616,0.0005913359,0.001120553,0.0005620203,0.0006010432,0.0005744452,0.0006129617,0.0002151249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004174718,"about_ca_system_score_gemma":0.0004534828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002333649,"about_ca_topic_score_gemma":0.002423379,"domain_scores_codex":[0.9988424,0.0003399081,0.000155444,0.0003595854,0.0001728714,0.0001298016],"domain_scores_gemma":[0.9971493,0.0006619101,0.001118082,0.0003380777,0.0003189626,0.0004137339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001742712,0.0000662618,0.9991123,0.000009502873,0.00005585633,0.0001195086,0.00004447356,0.0000122327,0.0001244991,0.0000106154,0.00003399619,0.0002366531],"study_design_scores_gemma":[0.0000572585,0.0007426559,0.9970711,0.00001066521,0.0001171473,0.001111226,0.0002409861,0.0002854326,0.00009090018,0.00002691171,0.0002350972,0.00001064536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993049,0.0002157858,0.0001468593,0.00001322815,0.000006883402,0.00002412545,0.0001430518,0.000002072442,0.000143021],"genre_scores_gemma":[0.9994959,0.00006981704,0.0001098083,0.00002353584,0.00001644902,0.00001963295,0.0002263363,0.000001334815,0.00003725995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002333649,"threshold_uncertainty_score":0.009050548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2491963259100839,"score_gpt":0.5801121102325711,"score_spread":0.3309157843224872,"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."}}