{"id":"W4386128736","doi":"10.2139/ssrn.4546162","title":"“Invisible Killer”: Seasonal Allergies and Accidents","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Allergy; Environmental health; Environmental science; Geography; Medicine; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007818069,0.00009069601,0.0001058396,0.00014601,0.0007317083,0.0001046433,0.0001357209,0.00003058315,0.001274396],"category_scores_gemma":[0.00006475814,0.00007493538,0.00004575428,0.00008670888,0.0001525895,0.0002737554,0.00003598724,0.0007946634,0.0002757223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395412,"about_ca_system_score_gemma":0.000478311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002494781,"about_ca_topic_score_gemma":0.0008496983,"domain_scores_codex":[0.9984369,0.00003212957,0.0001827068,0.0001136561,0.000236319,0.0009982993],"domain_scores_gemma":[0.9996809,0.00004023067,0.00006423685,0.00007208286,0.00007012484,0.00007241219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008470515,0.00001694699,0.0002444801,0.000004367619,0.00006669223,0.000004041868,0.002510724,0.000002519432,0.00001175002,0.953194,0.03443628,0.009499776],"study_design_scores_gemma":[0.0003304233,0.0001173457,0.0005148542,0.0000167017,0.00001239549,0.00006013001,0.006896084,0.00007754781,0.000002607289,0.2466305,0.7452281,0.0001133557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8853083,0.004660372,0.0003717926,0.009637665,0.003170867,0.0001929117,0.00001305096,0.0003395626,0.09630549],"genre_scores_gemma":[0.8883218,0.002475115,0.000008473729,0.0004084025,0.001050669,0.000005829989,0.00002029509,0.00001636402,0.1076931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7107918,"threshold_uncertainty_score":0.9996386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232824628349019,"score_gpt":0.2401461855643882,"score_spread":0.217817939280898,"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."}}