{"id":"W4386587741","doi":"10.1101/2023.09.08.23294325","title":"“Invisible Killer”: Seasonal Allergies and Accidents","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Japan Society for the Promotion of Science; Ministry of Internal Affairs and Communications; Tokyo Center for Economic Research; Inamori Foundation","keywords":"Cognition; Allergy; Environmental health; Pollen; Medicine; Psychology; Psychiatry; Immunology; Biology; Ecology","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":[0.0005135175,0.0002505467,0.0002296273,0.0005114682,0.0003297334,0.0005993514,0.0001713521,0.0004265147,0.00811068],"category_scores_gemma":[0.001961123,0.0000792424,0.000372639,0.0005530574,0.0002723267,0.0002911132,0.0003911602,0.0004990334,0.0004730584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969967,"about_ca_system_score_gemma":0.0003717288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003881898,"about_ca_topic_score_gemma":0.004044705,"domain_scores_codex":[0.9997379,0.00007645426,0.00001970396,0.00006391174,0.00006546656,0.00003655848],"domain_scores_gemma":[0.9989402,0.0002082518,0.0005204658,0.00007560736,0.0001033098,0.0001521515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001150858,0.0003462425,0.9175902,0.0005407793,0.0005013239,0.000678154,0.0003971608,0.0002398143,0.003407283,0.0007885638,0.0126971,0.06166238],"study_design_scores_gemma":[0.00002332954,0.0001467997,0.9895121,0.00009838314,0.0002688775,0.000811394,0.0004947546,0.0003425261,0.0008061613,0.001594814,0.005887626,0.00001332293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665799,0.009383318,0.001221692,0.007355283,0.0004366358,0.00003531462,0.004222455,0.00008647665,0.01067894],"genre_scores_gemma":[0.9930124,0.001937808,0.0007358908,0.0006783781,0.000458653,0.00001175914,0.001179561,0.00001262543,0.001972876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00811068,"threshold_uncertainty_score":0.02713293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376973483024051,"score_gpt":0.299156560712421,"score_spread":0.2553868258821805,"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."}}