{"id":"W4407734882","doi":"10.1182/blood.2023022883","title":"How I treat patients who are refractory to platelet transfusions","year":2025,"lang":"en","type":"review","venue":"Blood","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"MD Precision (Canada); University of Alberta","funders":"","keywords":"Medicine; Intensive care medicine; Human leukocyte antigen; Immunology; Platelet transfusion; Immune system; Etiology; Platelet; Clinical significance; Culprit; Internal medicine; Antigen; Myocardial infarction","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":[0.0006031084,0.0004380168,0.000832885,0.00103707,0.000264494,0.001258541,0.0006566012,0.001321941,0.005812934],"category_scores_gemma":[0.002557312,0.0001399331,0.0006910053,0.0005129852,0.0002869911,0.001271397,0.0004606097,0.002005279,0.002507535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002841441,"about_ca_system_score_gemma":0.0008805383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009522653,"about_ca_topic_score_gemma":0.001529775,"domain_scores_codex":[0.9996953,0.0001018391,0.00005721287,0.00003962082,0.00008368098,0.00002237123],"domain_scores_gemma":[0.9994342,0.0002911667,0.000107862,0.00001570714,0.0001132555,0.0000377719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001247238,0.0000816097,0.0003382835,0.01523,0.0001772567,0.0002873051,0.00007559225,0.0001524184,0.0004502437,0.002795263,0.05397535,0.9263119],"study_design_scores_gemma":[0.0001286791,0.0001650724,0.001977015,0.03924924,0.000485877,0.005092832,0.0002569644,0.0002599356,0.000610884,0.007672464,0.9440661,0.000034957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003516878,0.9880158,0.0005949764,0.006655097,0.001152311,0.00003113029,0.00006358566,0.0000339878,0.003101378],"genre_scores_gemma":[0.003888126,0.9880604,0.001296933,0.003861155,0.001146666,0.00004314112,0.0001135889,0.000008142849,0.001581953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005812934,"threshold_uncertainty_score":0.01944625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226226482485665,"score_gpt":0.2895282188254641,"score_spread":0.2672659540006075,"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."}}