{"id":"W2746215008","doi":"10.1111/trf.14255","title":"An international investigation into O red blood cell unit administration in hospitals: the GRoup O Utilization Patterns (GROUP) study","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Health Sciences Centre; Sunnybrook Health Science Centre; Hamilton Health Sciences; University of Toronto; McMaster University","funders":"","keywords":"Group (periodic table); Administration (probate law); Medicine; Unit (ring theory); Red blood cell; Emergency medicine; Internal medicine; Chemistry; Psychology; Political science","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":[0.0006054547,0.0001880363,0.000186893,0.0001624139,0.0003859042,0.0001584799,0.0003759768,0.00009955002,0.0001698932],"category_scores_gemma":[0.00002772079,0.0001476479,0.0000607428,0.0001247779,0.00006654952,0.0005434769,0.0000336072,0.0002340037,0.000008092851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000326242,"about_ca_system_score_gemma":0.00003054796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486768,"about_ca_topic_score_gemma":0.010111,"domain_scores_codex":[0.9983768,0.0001441523,0.0004012076,0.0004228639,0.0004865743,0.0001683544],"domain_scores_gemma":[0.9989071,0.0000206984,0.0001283215,0.0007512708,0.00008036159,0.000112257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004231271,0.00329495,0.9332806,0.0001023556,0.00005894652,0.00007172101,0.006865274,0.00001272312,0.03313902,0.0006972529,0.00001961995,0.02203436],"study_design_scores_gemma":[0.00570183,0.001808976,0.9819974,0.0001044718,0.0002114006,0.000005498574,0.002808867,0.0008618182,0.00577592,0.0002330685,0.0003281905,0.0001625968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901265,0.0000173003,0.002233006,0.003643354,0.0003844379,0.001869938,0.000005032134,0.00007871866,0.001641751],"genre_scores_gemma":[0.9984308,0.000446573,0.000222798,0.0002827272,0.0001240131,0.0001083041,0.0002434138,0.00002639111,0.0001149803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04871671,"threshold_uncertainty_score":0.6020907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709661698068379,"score_gpt":0.3175306938672076,"score_spread":0.2804340768865238,"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."}}