{"id":"W2603016347","doi":"10.1111/vox.12492","title":"Group O <scp>RBC</scp>s: where is universal donor blood being used","year":2017,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Canadian Blood Services; McMaster University; McMaster University Medical Centre","funders":"","keywords":"ABO blood group system; Medicine; Economic shortage; Rh blood group system; Blood product; Blood type (non-human); Blood transfusion; Group B; Internal medicine; Emergency medicine; Surgery; Immunology","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":[0.0001766921,0.0002208814,0.0003345398,0.0001284967,0.0003939364,0.0001169538,0.0003453794,0.0001365105,0.0005933729],"category_scores_gemma":[0.00008998194,0.0002014773,0.0001909824,0.00008893058,0.0001115529,0.0001634298,0.0001444202,0.0002270017,0.0002855087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486963,"about_ca_system_score_gemma":0.00004025769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005639694,"about_ca_topic_score_gemma":0.0002994942,"domain_scores_codex":[0.998592,0.00002610665,0.0002216007,0.0004135745,0.0003426378,0.0004041184],"domain_scores_gemma":[0.9985272,0.00005358793,0.000121118,0.0009879373,0.00006156303,0.0002485408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002649545,0.004368258,0.2406456,0.001976545,0.00451811,0.00564905,0.03352686,0.000001253986,0.05799473,0.06054264,0.490214,0.1002979],"study_design_scores_gemma":[0.0098017,0.0005637495,0.0555397,0.0003535928,0.001313807,0.00004575191,0.003014871,0.00005041054,0.01074447,0.0003995446,0.9179745,0.0001978464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8254971,0.0004145311,0.000211043,0.005439417,0.0005989565,0.000642253,0.00001976798,0.0002373924,0.1669396],"genre_scores_gemma":[0.9768127,0.0004876159,0.001118399,0.001869473,0.0003656154,0.00001685844,0.00001486649,0.0000501083,0.01926434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4277605,"threshold_uncertainty_score":0.8216008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158693423210408,"score_gpt":0.256577449326869,"score_spread":0.2407081070058282,"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."}}