{"id":"W2550526019","doi":"10.1111/voxs.12310","title":"Investigation and management of non‐infectious transfusion reactions","year":2016,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Medicine; Adverse effect; Intensive care medicine; Rash; Vital signs; Blood transfusion; Emergency medicine; Anesthesia; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002353321,0.00006110086,0.00009090041,0.0001429672,0.000131933,0.00001112719,0.00004745145,0.00001902218,0.0000461465],"category_scores_gemma":[0.000009156996,0.00003925131,0.00002096125,0.0003802213,0.0006636244,0.0003267203,0.000026095,0.00002628592,0.000007131326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002063044,"about_ca_system_score_gemma":0.00002971714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005680756,"about_ca_topic_score_gemma":0.0000417757,"domain_scores_codex":[0.9993052,0.000006253203,0.0001345088,0.0001907603,0.0002450979,0.0001181305],"domain_scores_gemma":[0.9996552,0.000007977492,0.00003089371,0.0001582641,0.00006082312,0.00008677138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006193304,0.00005636309,0.008629213,0.0003139597,0.00002563822,0.000008673217,0.0006742431,9.505827e-7,0.8968422,0.0222436,0.0001464482,0.07099682],"study_design_scores_gemma":[0.002415861,0.0006977491,0.5377409,0.0008328015,0.000163005,0.00008523589,0.001109151,0.00002816325,0.436846,0.002184586,0.01771569,0.0001808174],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770923,0.00002076199,0.002007653,0.006646112,0.000156689,0.0003647978,0.000001321336,0.00004870888,0.01366169],"genre_scores_gemma":[0.9939527,0.002084949,0.00149454,0.0001239966,0.00001134398,0.00001573368,3.365142e-7,0.000004142385,0.002312261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5291117,"threshold_uncertainty_score":0.2445152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144779723428627,"score_gpt":0.2529846361501412,"score_spread":0.2385066638072785,"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."}}