{"id":"W3161180788","doi":"10.1016/j.echo.2021.05.002","title":"Expert Consensus Statement from the American Society of Echocardiography on Hypersensitivity Reactions to Ultrasound Enhancing Agents in Patients with Allergy to Polyethylene Glycol","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Echocardiography","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"GE Healthcare; National Institutes of Health; National Heart, Lung, and Blood Institute; Boston Scientific Corporation; Lantheus Medical Imaging","keywords":"Medicine; Polyethylene glycol; Statement (logic); Allergy; Ultrasound; Intensive care medicine; Internal medicine; Immunology; Radiology; Epistemology; Organic chemistry","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":[0.000401537,0.000304367,0.0008575382,0.0001469558,0.000166024,0.00003342462,0.000386785,0.00004562285,0.000004385923],"category_scores_gemma":[0.00003884919,0.0002138169,0.001736534,0.003141311,0.0004533337,0.00006403239,0.00006042474,0.0004400273,0.000001130766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584114,"about_ca_system_score_gemma":0.00008575284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009702159,"about_ca_topic_score_gemma":0.00005859497,"domain_scores_codex":[0.9976206,0.0002100214,0.000739604,0.0002871295,0.0007754738,0.0003671022],"domain_scores_gemma":[0.9973657,0.000691772,0.0006701492,0.0007049044,0.0003855961,0.0001819368],"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":[0.0006159897,0.001040255,0.3908914,0.00004905372,0.01179229,0.00000526867,0.01144739,0.09036644,0.4290441,0.000008131657,0.05485886,0.009880883],"study_design_scores_gemma":[0.0008905827,0.0004481323,0.9528724,0.0002506585,0.0001701859,0.000006241426,0.01357895,0.00005225109,0.01824282,0.00003083917,0.01312449,0.0003324564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943401,0.0001353821,0.003333761,0.001346035,0.0001379514,0.0003699716,0.0002181381,0.00002621027,0.00009243959],"genre_scores_gemma":[0.981634,0.001205232,0.01445301,0.002503193,0.0001197332,0.0000237327,0.000007177881,0.0000501633,0.000003767634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.561981,"threshold_uncertainty_score":0.8719201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200643523205514,"score_gpt":0.2399488599881617,"score_spread":0.2279424247561066,"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."}}