{"id":"W4206302744","doi":"10.1002/9781444311761.ch6","title":"Investigation of Acute Transfusion Reactions","year":2009,"lang":"en","type":"other","venue":"","topic":"Blood transfusion and management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Blood Services","funders":"","keywords":"Blood transfusion; Computer science; Chemistry; Medicine; Internal medicine","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":[0.000544094,0.0007371138,0.0007503744,0.002534636,0.0004281066,0.001307916,0.0007699105,0.001258805,0.02986067],"category_scores_gemma":[0.002768184,0.0002154953,0.0004810697,0.001151185,0.0003479734,0.001122061,0.0006484195,0.001450504,0.0160138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005411839,"about_ca_system_score_gemma":0.0008198208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457749,"about_ca_topic_score_gemma":0.002285849,"domain_scores_codex":[0.9994889,0.00008688157,0.00007790636,0.00004164161,0.0002349602,0.00006963781],"domain_scores_gemma":[0.9993759,0.0001596243,0.00009301899,0.00002547668,0.0002554111,0.00009057636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001962745,0.0002702139,0.02106188,0.001239324,0.00003335122,0.0187915,0.0002528156,0.0002547796,0.004678574,0.003332278,0.3964491,0.5534399],"study_design_scores_gemma":[0.00007216354,0.000387719,0.05847294,0.00693899,0.00008657537,0.1211191,0.0007630321,0.0005117623,0.004675935,0.005859785,0.801055,0.00005714217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01712447,0.1392442,0.01262123,0.03626187,0.006829809,0.0007815464,0.002197022,0.001020591,0.7839192],"genre_scores_gemma":[0.1502466,0.3925886,0.05499208,0.04670118,0.02369403,0.0007779145,0.005900088,0.0007066246,0.3243929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02986067,"threshold_uncertainty_score":0.09989393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793809216508701,"score_gpt":0.2575061062218659,"score_spread":0.2395680140567789,"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."}}