{"id":"W4405039268","doi":"10.1182/blood-2024-199378","title":"Findings from a Longitudinal Series of Continuing Education and Quality Improvement Programs in Myelofibrosis","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":"","funders":"Sierra Oncology; Swedish Orphan Biovitrum; Incyte; AOP Orphan; GlaxoSmithKline; Exelixis; Celgene; CTI Biopharma; Gilead Sciences; Bristol-Myers Squibb","keywords":"Myelofibrosis; Series (stratigraphy); Medicine; Quality (philosophy); Internal medicine; Biology; Bone marrow","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02811068,0.0003354315,0.0003591998,0.002329861,0.002836477,0.001956655,0.001095482,0.0009716483,0.002227331],"category_scores_gemma":[0.0925772,0.0003913538,0.0007633363,0.003067993,0.000831264,0.002081526,0.003279722,0.0020866,0.000299541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006837558,"about_ca_system_score_gemma":0.02069686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0594937,"about_ca_topic_score_gemma":0.04940056,"domain_scores_codex":[0.9849193,0.007380922,0.00135617,0.001128118,0.00324997,0.001965421],"domain_scores_gemma":[0.8961813,0.02520248,0.0296117,0.005602639,0.02960666,0.01379519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001909005,0.001366863,0.9654847,0.0001001984,0.00007556999,0.00004097963,0.00552884,0.0001130453,0.00005200338,0.000193381,0.002451465,0.02440199],"study_design_scores_gemma":[0.00004724607,0.0006399231,0.98993,0.0001656202,0.00004061188,0.00003326092,0.005882093,0.0003634419,0.0001165113,0.00009051461,0.002672935,0.00001781715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908465,0.0006436516,0.0006494547,0.002373254,0.00006261023,0.0008413306,0.001426909,0.00005174508,0.003104624],"genre_scores_gemma":[0.9941443,0.0003294878,0.001152109,0.0007363567,0.00004078862,0.001309057,0.001299892,0.00001102811,0.000977013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0594937,"threshold_uncertainty_score":0.1486652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004656186645399,"score_gpt":0.2960412193980795,"score_spread":0.2659946575316255,"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."}}