{"id":"W4392926518","doi":"10.1111/trf.17778","title":"Transfusing children with sickle cell disease using blood group genotyping when the pool of Black donors is limited","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Université de Sherbrooke; Héma-Québec","funders":"","keywords":"Genotyping; Medicine; Disease; Blood transfusion; Immunology; Genotype; Genetics; Internal medicine; Biology; Gene","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":[0.0002560896,0.0003711646,0.0004266289,0.0002191398,0.0002555549,0.00006377009,0.0001649951,0.000144163,0.0003147753],"category_scores_gemma":[0.000003595086,0.0002360237,0.0003256264,0.0006261325,0.0002242388,0.0002089284,0.00001748942,0.0004882531,0.00001098762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003309818,"about_ca_system_score_gemma":0.0001511298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115238,"about_ca_topic_score_gemma":0.0001344201,"domain_scores_codex":[0.997876,0.00007614035,0.0004551617,0.0006156585,0.0005551634,0.000421883],"domain_scores_gemma":[0.9990401,0.0000735488,0.00005177686,0.0005074888,0.00007938092,0.0002476902],"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":[0.003721644,0.002444114,0.05989541,0.003497858,0.001465609,0.0003218362,0.02657581,0.0007501993,0.8704948,0.0006086741,0.0001141762,0.0301098],"study_design_scores_gemma":[0.03053525,0.005158192,0.3691501,0.01292459,0.03898443,0.0009830969,0.002224371,0.06384701,0.469615,0.001413678,0.002133632,0.003030651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789076,0.002886177,0.01431205,0.001760417,0.0001231601,0.001381742,0.00006260884,0.0001840881,0.0003821032],"genre_scores_gemma":[0.9963272,0.001754731,0.001064872,0.0003627478,0.0002132814,0.00001126288,0.00005828651,0.000109209,0.0000984745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4008799,"threshold_uncertainty_score":0.9624766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255489162082594,"score_gpt":0.2240290170951509,"score_spread":0.2114741254743249,"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."}}