{"id":"W4414003277","doi":"10.14740/jh2064","title":"Beyond the Blood Cell: The Emerging Role of Cell-Free DNA in Transfusion Medicine","year":2025,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transfusion medicine; Medicine; Cell; Blood transfusion; DNA; Blood cell; Cell-free fetal DNA; Immunology; Intensive care medicine; Biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001925011,0.0004200719,0.001020126,0.001135465,0.0005281382,0.002522011,0.0006383625,0.002064086,0.003441572],"category_scores_gemma":[0.00226659,0.0001878109,0.0004967133,0.001054082,0.00272617,0.004042917,0.001379217,0.003011561,0.001010248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054525,"about_ca_system_score_gemma":0.001881434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008817813,"about_ca_topic_score_gemma":0.001132306,"domain_scores_codex":[0.999281,0.0002812392,0.00005539518,0.0001068479,0.000223508,0.00005203498],"domain_scores_gemma":[0.9970844,0.001979358,0.0001683295,0.00009408728,0.0004917042,0.0001821265],"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":[0.0002338194,0.00008293948,0.001315007,0.01028255,0.0001144605,0.0007033322,0.001175281,0.0005438441,0.009540674,0.08809989,0.03150296,0.8564053],"study_design_scores_gemma":[0.00001205246,0.0002016705,0.0009180658,0.002938389,0.00006473911,0.001307306,0.000617315,0.0002474387,0.002780601,0.02924173,0.9616323,0.00003839025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0009780644,0.9847852,0.001863343,0.008378123,0.00160458,0.000004866861,0.00001910428,0.00001757686,0.002349235],"genre_scores_gemma":[0.0114718,0.9770812,0.001985829,0.00419492,0.00342262,0.00001282502,0.00002981012,0.00001169558,0.001789339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003441572,"threshold_uncertainty_score":0.01151323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004755158646004884,"score_gpt":0.2399950804966623,"score_spread":0.2352399218506575,"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."}}