{"id":"W2980915548","doi":"10.1182/blood-2018-99-110186","title":"Transfusion Reaction Serology: Results of Applied Practices","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Serology; ABO blood group system; Intensive care medicine; Pediatrics; Internal medicine; Immunology; Antibody","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":[0.008995315,0.0002288012,0.0002174874,0.002264603,0.0002719946,0.001398505,0.0005609925,0.0003484694,0.001258924],"category_scores_gemma":[0.02318797,0.0001332889,0.0003499143,0.003852504,0.0005125632,0.0007853489,0.000969825,0.0003440378,0.0003576248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008008879,"about_ca_system_score_gemma":0.0008627973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509125,"about_ca_topic_score_gemma":0.002109055,"domain_scores_codex":[0.9909567,0.003520554,0.001624225,0.001146922,0.002351603,0.0003999871],"domain_scores_gemma":[0.958559,0.009807567,0.02024185,0.002692657,0.007588446,0.001110378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004745891,0.00001686681,0.9950857,0.00003468825,0.00003651346,0.00002105691,0.0003980587,0.00005777172,0.0001528831,0.00003788596,0.0002076661,0.003903379],"study_design_scores_gemma":[0.000002185616,0.00006771983,0.9984064,0.00002344481,0.00001200924,0.00009674992,0.0004506734,0.0001522428,0.0002426776,0.0000280232,0.0005147232,0.000003209246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918247,0.001179266,0.0005604769,0.0002711752,0.00001970744,0.00005671795,0.002168938,0.00003268582,0.003886225],"genre_scores_gemma":[0.9988518,0.0001770437,0.0002708007,0.00004185954,0.00001283933,0.00001112991,0.0004939205,0.000003650878,0.0001369184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008995315,"threshold_uncertainty_score":0.04757231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459537513158275,"score_gpt":0.2864156488623791,"score_spread":0.2618202737307963,"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."}}