{"id":"W4386214186","doi":"10.3386/w31593","title":"Seasonal Allergies and Accidents","year":2023,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":2,"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":"Allergy; 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":[],"consensus_categories":[],"category_scores_codex":[0.002605135,0.0001534122,0.0004764029,0.0006771905,0.00009742251,0.00004436284,0.0001161202,0.0003377488,0.0004821109],"category_scores_gemma":[0.001677463,0.0001497728,0.0001113613,0.0001369203,0.0002055878,0.00008477936,0.0001645654,0.0005055897,0.000218376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008061097,"about_ca_system_score_gemma":0.003776057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006158543,"about_ca_topic_score_gemma":0.000130456,"domain_scores_codex":[0.9968242,0.00007429945,0.0004986941,0.0004039535,0.001936003,0.0002628194],"domain_scores_gemma":[0.9966295,0.000621937,0.0001750507,0.000180023,0.00226182,0.0001316546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002883633,0.0001136641,0.01014542,0.0007612332,0.001040843,0.000120883,0.0001796563,0.0001744194,0.000147581,0.06341657,0.9157715,0.007839805],"study_design_scores_gemma":[0.006061267,0.001061479,0.359305,0.002964997,0.0002029274,0.001548011,0.000797952,0.01141732,0.0003561616,0.3477013,0.2673624,0.001221239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05272222,0.001504934,0.000003738963,0.003006656,0.0007744713,0.0007790296,0.0001339641,0.00005482139,0.9410201],"genre_scores_gemma":[0.8848876,0.0203778,0.0001847234,0.0000517001,0.001965468,0.00005537003,0.002537689,0.0000942492,0.0898454],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8511748,"threshold_uncertainty_score":0.6698563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4702307966076691,"score_gpt":0.5470474748529687,"score_spread":0.07681667824529953,"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."}}