{"id":"W4244446984","doi":"10.21203/rs.3.rs-34755/v2","title":"A single-centre retrospective study of systemic reactions to subcutaneous immunotherapy","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Medicine; Epinephrine; Allergy; Anaphylaxis; Systemic reaction; Systemic therapy; Allergen immunotherapy; Anaphylactic reactions; Incidence (geometry); Retrospective cohort study; Immunotherapy; Asthma; Systemic administration; Local Reaction; Anesthesia; Internal medicine; Allergen; Immunology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005352188,0.0003552309,0.0006434145,0.001029685,0.0008582183,0.0008261395,0.0004781644,0.0002991434,0.002074008],"category_scores_gemma":[0.002339748,0.0003432521,0.000348441,0.001846489,0.000664988,0.0003128692,0.0004968728,0.0003665026,0.0002411834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002215433,"about_ca_system_score_gemma":0.003553583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1541894,"about_ca_topic_score_gemma":0.1368989,"domain_scores_codex":[0.9987299,0.0001293066,0.0001512443,0.0003072645,0.0004458282,0.0002364057],"domain_scores_gemma":[0.9968839,0.0004017599,0.001410497,0.0001712527,0.0006568925,0.000475637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007513511,0.00003003062,0.9959456,0.00006430945,0.00002782832,0.001239498,0.0002776024,0.00002103844,0.0002849778,0.00001521981,0.0001742177,0.001844573],"study_design_scores_gemma":[0.0000158467,0.0003149812,0.9926546,0.00004009287,0.00004696038,0.004947096,0.001024642,0.0001184142,0.0001280051,0.00001020549,0.0006884013,0.00001093582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975925,0.0006016077,0.0001148897,0.00003000794,0.000005923232,0.0001021413,0.0003323799,0.000006595176,0.001213789],"genre_scores_gemma":[0.9991409,0.000275921,0.000118897,0.00006365617,0.00001022601,0.00001780467,0.0002701099,0.000002934775,0.00009953593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1541894,"threshold_uncertainty_score":0.3065838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07728249745822173,"score_gpt":0.372080561203733,"score_spread":0.2947980637455112,"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."}}