{"id":"W4405041653","doi":"10.1182/blood-2024-210900","title":"Predictive Modeling of Clonal Hematopoiesis across Diverse Cohorts","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Myeloproliferative Neoplasms: Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Biology; Haematopoiesis; Immunology; Computational biology; Medicine; Genetics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009914728,0.001178548,0.001034216,0.001252976,0.0005178114,0.00127295,0.001426698,0.0009931339,0.001748945],"category_scores_gemma":[0.01258989,0.0003916789,0.001375819,0.0006066655,0.0008385497,0.0005607193,0.001164499,0.001726441,0.0003781264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006683589,"about_ca_system_score_gemma":0.0009183318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009084311,"about_ca_topic_score_gemma":0.003666287,"domain_scores_codex":[0.99887,0.0006434533,0.00003693736,0.0002330136,0.00009779872,0.0001188414],"domain_scores_gemma":[0.9893395,0.008306935,0.0009926524,0.0004361046,0.000578306,0.0003464834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005464194,0.0002227026,0.1138287,0.00007259694,0.0002921271,0.0004004524,0.000163542,0.8599178,0.0006003785,0.002370232,0.002861744,0.01872327],"study_design_scores_gemma":[0.00002435034,0.00005220509,0.003710428,0.00001665761,0.00002475115,0.00004566168,0.00001987351,0.9938375,0.0001199096,0.001864914,0.000276142,0.000007620171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8331304,0.001543536,0.1572699,0.002020321,0.0001264231,0.0002278687,0.002898318,0.0007074606,0.002075786],"genre_scores_gemma":[0.9833181,0.0003367156,0.01240801,0.0002200813,0.00008685474,0.0001586915,0.002282505,0.00004071635,0.001148258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009914728,"threshold_uncertainty_score":0.05243468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214551539911318,"score_gpt":0.2984528027979214,"score_spread":0.2763072873988082,"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."}}