{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004484029,0.000746247,0.0007453393,0.0006892748,0.0002597755,0.0006880118,0.0008281652,0.0005266261,0.002193078],"category_scores_gemma":[0.005454153,0.0003256146,0.0003970429,0.0006144693,0.0003970814,0.0003988841,0.0007587572,0.0006637188,0.001808698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002231932,"about_ca_system_score_gemma":0.0003376073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003759943,"about_ca_topic_score_gemma":0.0004057728,"domain_scores_codex":[0.9956877,0.001800915,0.000478292,0.0007492194,0.00106672,0.0002171074],"domain_scores_gemma":[0.9945036,0.002055228,0.000800881,0.001654758,0.0008083853,0.0001771207],"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":[0.002893303,0.0008066574,0.1082595,0.0005189831,0.0001344644,0.0009210972,0.001364957,0.002177985,0.6275854,0.0008106981,0.001994636,0.2525323],"study_design_scores_gemma":[0.0002755196,0.004367025,0.1817843,0.0003344107,0.0004418026,0.007452263,0.0003516229,0.02127891,0.7531525,0.002267872,0.02810959,0.0001841945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6910233,0.001938278,0.2974733,0.0002418274,0.0003105137,0.001082705,0.0009898701,0.001665927,0.005274307],"genre_scores_gemma":[0.6807547,0.0008014173,0.3129247,0.0002453383,0.0001211731,0.0009078105,0.001529867,0.0001496457,0.002565389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004484029,"threshold_uncertainty_score":0.02371407,"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."}}