{"id":"W1589105318","doi":"10.1111/trf.12941","title":"It's time to phase in<i><scp>RHD</scp></i>genotyping for patients with a serologic weak<scp>D</scp>phenotype","year":2014,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Genotyping; Serology; Phenotype; Medicine; Immunology; Virology; Biology; Antibody; Genetics; Genotype; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004763103,0.0004376195,0.0006858982,0.0003021338,0.0002284428,0.00003542346,0.0001995038,0.0002985206,0.00008941941],"category_scores_gemma":[0.0002795712,0.0003420739,0.0001713475,0.0005811623,0.00006123357,0.0001707691,0.0000287279,0.0003679295,0.0002713039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006284008,"about_ca_system_score_gemma":0.00007115134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008095592,"about_ca_topic_score_gemma":0.0002054829,"domain_scores_codex":[0.9973521,0.00008899326,0.0005119016,0.000776515,0.0004903679,0.0007801313],"domain_scores_gemma":[0.9982424,0.000575194,0.00008493547,0.0004731145,0.0002209785,0.0004034012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01033729,0.02594761,0.1386598,0.003357483,0.0008368487,0.0001203639,0.03483343,0.0009225155,0.4552577,0.00123843,0.02972099,0.2987675],"study_design_scores_gemma":[0.1305531,0.05121856,0.2434684,0.002791336,0.002049662,0.00005214096,0.001173389,0.008210373,0.02873213,0.0009892535,0.5299549,0.000806726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770624,0.00009175235,0.01243038,0.0009058354,0.0001876405,0.002765855,0.00004060022,0.0001879831,0.006327546],"genre_scores_gemma":[0.9921755,0.0000803423,0.003158618,0.002498323,0.0002430224,0.0001640961,0.0002352644,0.0001141812,0.001330689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5002339,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00953655091624425,"score_gpt":0.238505591623204,"score_spread":0.2289690407069598,"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."}}