{"id":"W4417016420","doi":"10.1182/blood-2025-2660","title":"External validation of an online predictive model for myelodysplastic syndrome","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cytopenia; Cohort; Myelodysplastic syndromes; Predictive value; Gold standard (test); Anemia; Predictive value of tests; Bone marrow; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01307221,0.001283823,0.001134307,0.002068253,0.0004784115,0.001663256,0.001403623,0.001178965,0.002387655],"category_scores_gemma":[0.031197,0.0003066916,0.001000709,0.0008116976,0.000503486,0.0007256911,0.001196701,0.001155003,0.0007198749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007440835,"about_ca_system_score_gemma":0.001275229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005816854,"about_ca_topic_score_gemma":0.0026846,"domain_scores_codex":[0.9969465,0.001627062,0.0002538146,0.0006367482,0.0003688851,0.0001669584],"domain_scores_gemma":[0.9754533,0.01825128,0.001417944,0.001138381,0.003138082,0.0006008615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005042893,0.001568903,0.6825989,0.0002098406,0.001074096,0.0005322202,0.0001285542,0.2159827,0.001780097,0.0004848576,0.004819939,0.08577695],"study_design_scores_gemma":[0.0001792322,0.0004417469,0.03404389,0.0000514989,0.0001487589,0.0001814308,0.0000377538,0.9631914,0.0009074143,0.0003729308,0.0004252622,0.00001876199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656219,0.0004987686,0.02809804,0.0003419314,0.0001837962,0.0004304617,0.00236661,0.0008126377,0.001645745],"genre_scores_gemma":[0.9877824,0.00006430454,0.009100229,0.00007490295,0.00004102054,0.0001176293,0.002510581,0.0000256904,0.0002832761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307221,"threshold_uncertainty_score":0.06913328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952659293843353,"score_gpt":0.317789488804225,"score_spread":0.2882628958657915,"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."}}