{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001015944,0.0001032787,0.000140463,0.0009129446,0.0002476448,0.0007318042,0.0004047658,0.0001962659,0.004280508],"category_scores_gemma":[0.004151677,0.00005743818,0.0001634214,0.002369388,0.0003591022,0.0007586791,0.000468596,0.0002088829,0.000565332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006666,"about_ca_system_score_gemma":0.001682103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009496701,"about_ca_topic_score_gemma":0.005319045,"domain_scores_codex":[0.9990346,0.0002298109,0.0002221784,0.0001307708,0.0002401098,0.0001424708],"domain_scores_gemma":[0.9957108,0.0004435597,0.002936793,0.0001081314,0.0004009636,0.0003996272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001637656,0.00003002555,0.9468233,0.0003217628,0.0000327395,0.0002106216,0.0005816204,0.0001619155,0.0003832096,0.0009641841,0.00758213,0.04274476],"study_design_scores_gemma":[0.00001063034,0.0001128515,0.961211,0.0008591175,0.00004921103,0.001355549,0.002525951,0.0003275925,0.0007704871,0.000655987,0.03210429,0.00001734089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674789,0.006043234,0.001415467,0.002902532,0.0001211041,0.0000631312,0.005307687,0.00005362128,0.01661433],"genre_scores_gemma":[0.9938062,0.002796014,0.000731675,0.0004490945,0.00008958403,0.00003780735,0.001364511,0.0000159361,0.0007091471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009496701,"threshold_uncertainty_score":0.01888281,"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."}}