{"id":"W4413802738","doi":"10.1093/ajcp/aqaf093","title":"History matters: Preventing severe allergic transfusion reactions","year":2025,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Medicine; Premedication; Retrospective cohort study; Demographics; Pediatrics; Cohort; Internal medicine; Emergency medicine; Intensive care medicine; Surgery","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":[0.0007347462,0.0002706662,0.0003213302,0.0003678244,0.0004200733,0.0007506669,0.0002799821,0.0002961473,0.007715568],"category_scores_gemma":[0.006252768,0.00009678379,0.0003735995,0.0003740979,0.0001591175,0.0006569937,0.0003005115,0.0006950238,0.0008773421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340773,"about_ca_system_score_gemma":0.0005998816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007615838,"about_ca_topic_score_gemma":0.00119548,"domain_scores_codex":[0.999378,0.0002435684,0.00008667753,0.00006129107,0.0001653198,0.00006501735],"domain_scores_gemma":[0.9963237,0.0009874606,0.001927926,0.0001244424,0.0002264135,0.000410145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007188563,0.0006214577,0.7042695,0.0006726882,0.0001992789,0.0007561362,0.0002277395,0.0002940206,0.002230013,0.0004225145,0.01170177,0.2778859],"study_design_scores_gemma":[0.00007784286,0.002376368,0.9606447,0.0008254556,0.0003650202,0.007102543,0.0003452321,0.0007657798,0.003359895,0.0006404617,0.02347528,0.00002135717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346225,0.02576035,0.002708776,0.007262832,0.0005018708,0.0001445367,0.0008590948,0.0002417968,0.02789825],"genre_scores_gemma":[0.988298,0.005872696,0.001689162,0.00130981,0.0006152311,0.00002360938,0.0003394193,0.00001529866,0.001836826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007715568,"threshold_uncertainty_score":0.0258112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03630279230095572,"score_gpt":0.3647382476419024,"score_spread":0.3284354553409466,"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."}}