{"id":"W4214930995","doi":"10.1016/j.molimm.2022.03.004","title":"Stratification of COVID-19 patients based on quantitative immune-related gene expression in whole blood","year":2022,"lang":"en","type":"article","venue":"Molecular Immunology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"Science for Life Laboratory","keywords":"Immune system; Disease; Immunology; Medicine; Coronavirus; Gene; Gene expression; Lymphocyte; Coronavirus disease 2019 (COVID-19); Gene expression profiling; Internal medicine; Biology; Infectious disease (medical specialty); Genetics","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":[0.000187588,0.0002251382,0.0003147142,0.0006129938,0.0001858109,0.0004265282,0.00009182448,0.0002729112,0.0007584582],"category_scores_gemma":[0.0004826484,0.00009004069,0.0001823654,0.000323245,0.0001993097,0.0001510062,0.0002219841,0.0002874016,0.0001781067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139655,"about_ca_system_score_gemma":0.00006705067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002036383,"about_ca_topic_score_gemma":0.0002331799,"domain_scores_codex":[0.9997714,0.00003701119,0.00003026544,0.0000817262,0.00003372868,0.00004590746],"domain_scores_gemma":[0.9998168,0.00004428492,0.00006176739,0.00001693416,0.00001987212,0.00004034027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002803494,0.0001313318,0.7195665,0.0000677506,0.00008779176,0.001021783,0.0003248695,0.0001630096,0.2628344,0.0001112925,0.0001791973,0.01270864],"study_design_scores_gemma":[0.00001876082,0.0006262376,0.9865711,0.0000116982,0.00003531596,0.001845916,0.0002286316,0.0008067203,0.009179153,0.0001237572,0.0005438004,0.000008903066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998727,0.0002815002,0.0004604464,0.00001625539,0.000006370002,0.00001382395,0.0002181174,0.000005284031,0.0002712696],"genre_scores_gemma":[0.9983913,0.000140443,0.0006109806,0.00004093975,0.00001139969,0.00002383071,0.0006130539,0.000004276411,0.0001638245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007584582,"threshold_uncertainty_score":0.00253731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03119218998553536,"score_gpt":0.3797919881456333,"score_spread":0.3485997981600979,"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."}}