{"id":"W1848678194","doi":"10.1046/j.1537-2995.2003.00474.x","title":"Extended blood grouping of blood donors with automatable PCR‐ELISA genotyping","year":2003,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Héma-Québec; Cegep de Sainte Foy","funders":"","keywords":"Genotyping; Amplicon; Multiplex; Concordance; Typing; Genotype; Serology; Biology; Antigen; Multiplex polymerase chain reaction; Subtyping; Molecular biology; Polymerase chain reaction; Virology; Gene; Genetics; Antibody","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002591334,0.0002861347,0.0005267893,0.0001829766,0.000183028,0.0000160888,0.00009792665,0.0001679004,0.0004101797],"category_scores_gemma":[0.00001688342,0.0002227235,0.0001583802,0.0004991647,0.00009093228,0.0001638861,0.000009734173,0.0002968546,0.00000874711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349247,"about_ca_system_score_gemma":0.000112979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004655154,"about_ca_topic_score_gemma":0.0001575387,"domain_scores_codex":[0.998136,0.00006511907,0.0004517174,0.000466229,0.0004468361,0.0004341408],"domain_scores_gemma":[0.9991072,0.00004844514,0.0000853044,0.0004510226,0.0001180287,0.0001900378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008040471,0.002772228,0.02983158,0.001060897,0.0006282388,0.000230598,0.002333881,0.00004373135,0.9503227,0.005061531,0.0000192467,0.006891297],"study_design_scores_gemma":[0.02114978,0.002736694,0.05202231,0.001657057,0.00447948,0.001246381,0.0007635221,0.0002127577,0.9137034,0.0003456114,0.001020268,0.0006627039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857863,0.001689338,0.003321761,0.0001258786,0.0001128697,0.0007078931,0.000007687718,0.0001774724,0.008070804],"genre_scores_gemma":[0.9901835,0.001577512,0.007743135,0.0001222461,0.00005454812,0.00002115214,0.00002180876,0.00006108277,0.0002150208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03661929,"threshold_uncertainty_score":0.9082402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105231605790177,"score_gpt":0.2213641580639406,"score_spread":0.2108409974849229,"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."}}