{"id":"W4403079162","doi":"10.1101/2024.09.30.24314665","title":"Risk of Incident Cytopenia in Clonal Hematopoiesis","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institutes of Health; Edward P. Evans Foundation; Alexander and Margaret Stewart Trust","keywords":"Cytopenia; Haematopoiesis; Medicine; Biology; Genetics; Immunology; Bone marrow; Stem cell","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":[],"consensus_categories":[],"category_scores_codex":[0.0004418535,0.0002373612,0.0008722686,0.0002117275,0.00001362933,0.00001575575,0.0001804854,0.0003742703,0.0004032202],"category_scores_gemma":[0.002076842,0.0001787652,0.0002599157,0.0002097183,0.0001013622,0.000008939608,0.0008450012,0.00101477,0.0001784968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005101882,"about_ca_system_score_gemma":0.0002122811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002818382,"about_ca_topic_score_gemma":0.0001278966,"domain_scores_codex":[0.9982519,0.00007759924,0.0006469219,0.0004232228,0.000370968,0.0002293815],"domain_scores_gemma":[0.9988028,0.0003554095,0.0001697886,0.0004625294,0.00008151163,0.0001279744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001047206,0.0004141286,0.989235,0.002534145,0.0001284927,0.0009176906,0.0003521287,0.00005603592,0.0001450068,0.003237343,0.002326128,0.0005492218],"study_design_scores_gemma":[0.0008877979,0.0001889207,0.909966,0.002748501,0.0004936696,0.00005659581,0.0001685474,0.0006853326,0.002937298,0.08010969,0.001408443,0.0003492416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883087,0.003862089,0.00006649222,0.001207631,0.00032569,0.0004705102,0.00007425905,0.00005204115,0.005632608],"genre_scores_gemma":[0.9973412,0.001145032,0.0009417938,0.0001761972,0.00006431292,0.000066638,0.00003364286,0.00002799914,0.0002032158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07926899,"threshold_uncertainty_score":0.7289835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149540129551986,"score_gpt":0.3011514292196111,"score_spread":0.2796560279240913,"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."}}