{"id":"W4367320994","doi":"10.1111/joim.13646","title":"Effective prognostic and clinical risk stratification in COVID‐19 using multimodality biomarkers","year":2023,"lang":"en","type":"review","venue":"Journal of Internal Medicine","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Internal medicine; Radiology; Magnetic resonance imaging; Coronary artery disease; Cardiology; Chest radiograph; Intensive care medicine; Disease; Lung","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":[0.004368864,0.001069566,0.001709077,0.002118419,0.0005038727,0.002686559,0.0005812096,0.0009824589,0.001614625],"category_scores_gemma":[0.007461957,0.0003090532,0.001284366,0.001201089,0.0004809154,0.002094325,0.001766046,0.001831862,0.0007181882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008013025,"about_ca_system_score_gemma":0.001146395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000857325,"about_ca_topic_score_gemma":0.001373872,"domain_scores_codex":[0.9981732,0.000816251,0.0003369708,0.0001918817,0.0002906103,0.0001910338],"domain_scores_gemma":[0.9967868,0.001228173,0.0008872506,0.000166244,0.0006347921,0.0002966827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001462566,0.0002964443,0.5994887,0.001126276,0.0008402645,0.001047926,0.0002770432,0.002536658,0.003494929,0.003928036,0.01345896,0.3720421],"study_design_scores_gemma":[0.0004230722,0.003753542,0.7770582,0.00987762,0.002792335,0.008766963,0.002523294,0.03111689,0.007337831,0.04084315,0.115019,0.000488045],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4306019,0.3949192,0.09139882,0.04012759,0.003782525,0.00134585,0.004246458,0.00056847,0.03300912],"genre_scores_gemma":[0.848124,0.0811438,0.05535376,0.004117162,0.004766727,0.000560033,0.003474909,0.0000879388,0.002371565],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004368864,"threshold_uncertainty_score":0.02310503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2619136202499307,"score_gpt":0.6008440913941537,"score_spread":0.338930471144223,"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."}}