{"id":"W3109754543","doi":"10.1101/2020.11.25.20233163","title":"Clonal hematopoiesis is associated with risk of severe Covid-19","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Queen's University","funders":"Great Southern Development Commission, Government of Western Australia; National Cancer Institute; National Institutes of Health; Stand Up To Cancer; Korea Research Environment Open Network; Korea Health Industry Development Institute; Korea Institute of Science and Technology Information; Cycle for Survival; Korea Institute of Science and Technology; Memorial Sloan-Kettering Cancer Center","keywords":"Haematopoiesis; Coronavirus disease 2019 (COVID-19); Internal medicine; Medicine; Disease; Immunology; Stem cell; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009479446,0.000446761,0.001322546,0.0002446013,0.0000945615,0.0000253243,0.0005481554,0.0006020971,0.002053446],"category_scores_gemma":[0.005466945,0.0003502629,0.0003431431,0.000558734,0.0003302819,0.00003365132,0.0008920439,0.002274442,0.0001895219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009942038,"about_ca_system_score_gemma":0.0042149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006286795,"about_ca_topic_score_gemma":0.0000584497,"domain_scores_codex":[0.9962862,0.0003424978,0.0005948077,0.0008656982,0.001424678,0.0004860998],"domain_scores_gemma":[0.9964184,0.0006852481,0.0006141727,0.001023715,0.0004394026,0.0008190791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001805906,0.0003475329,0.864867,0.003621971,0.004586643,0.001860023,0.003988055,0.0001861415,0.001106162,0.0001102913,0.1172588,0.000261524],"study_design_scores_gemma":[0.0301952,0.003078016,0.8398825,0.005287105,0.008142523,0.001156093,0.002283463,0.008668795,0.02517581,0.009034058,0.06340779,0.003688616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776574,0.0003484275,0.0006293366,0.01593724,0.0001076831,0.001091855,0.0011331,0.0002153034,0.002879599],"genre_scores_gemma":[0.9913449,0.0003804306,0.001801347,0.003369882,0.0002218939,0.0000959497,0.0005916951,0.0001212713,0.00207262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05385101,"threshold_uncertainty_score":0.9998949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0459463680058336,"score_gpt":0.3235905387172432,"score_spread":0.2776441707114096,"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."}}