{"id":"W2159304289","doi":"10.1016/j.transci.2014.02.012","title":"Molecular blood grouping of donors","year":2014,"lang":"en","type":"review","venue":"Transfusion and Apheresis Science","topic":"Blood groups and transfusion","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Héma-Québec","funders":"World Health Organization","keywords":"Transfusion medicine; Immunology; Blood grouping; Blood group antigens; Hemagglutination; Phenotype; Computational biology; Biology; Medicine; Blood transfusion; Antigen; Gene; Virology; Genetics; ABO blood group system","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":[0.0006144789,0.0003360081,0.001496409,0.0003347282,0.000181403,0.00003190969,0.000267613,0.0002161354,0.0001098502],"category_scores_gemma":[0.00003274668,0.0002361277,0.0004075752,0.001051565,0.000634252,0.00008117328,0.0000469109,0.0003053832,0.000006176173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001263356,"about_ca_system_score_gemma":0.0002473247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001173791,"about_ca_topic_score_gemma":0.00001802889,"domain_scores_codex":[0.9977638,0.00006232473,0.0005782144,0.0006720347,0.0005873229,0.000336268],"domain_scores_gemma":[0.9989685,0.00007359574,0.0001448544,0.000440258,0.00008843298,0.0002843359],"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":[0.00001434415,0.0001656778,0.00003653646,0.01767153,0.00005498628,0.00002599976,0.00007841187,1.865359e-7,0.004044989,0.001251932,0.000005483122,0.9766499],"study_design_scores_gemma":[0.005151425,0.001824217,0.000524356,0.09644259,0.01358342,0.001132849,0.0001459823,0.00009537698,0.008203228,0.0002199158,0.8709571,0.001719525],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01708393,0.9787456,0.0004294316,0.00004646465,0.0001088273,0.0006980759,0.00000845482,0.00004130906,0.002837931],"genre_scores_gemma":[0.006640036,0.9925579,0.0005976806,0.00006292828,0.00003848967,0.00001502396,0.000006093216,0.00003175704,0.00005006699],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9749304,"threshold_uncertainty_score":0.9629008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236836426888117,"score_gpt":0.3132583735693837,"score_spread":0.2908900093005025,"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."}}