{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002830763,0.0001362751,0.0001093927,0.0008771376,0.0003301814,0.0003153699,0.0001492607,0.0003397739,0.006916977],"category_scores_gemma":[0.001233914,0.00008542092,0.0003417777,0.001427014,0.0001117005,0.0001912272,0.0002885567,0.0003078279,0.0004653612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000318776,"about_ca_system_score_gemma":0.0005879474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04349301,"about_ca_topic_score_gemma":0.07873418,"domain_scores_codex":[0.9997124,0.00005711909,0.00003359553,0.00003540718,0.00009374899,0.00006770212],"domain_scores_gemma":[0.9989493,0.0001467716,0.0005144262,0.00004820892,0.0001520607,0.0001892085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001344408,0.00005601594,0.9683968,0.0001465705,0.00005799604,0.0001842984,0.00008862657,0.0000742873,0.0001443413,0.0002039165,0.006903776,0.02360886],"study_design_scores_gemma":[0.000002892396,0.00002184706,0.9955916,0.00003155369,0.00001665434,0.0001963636,0.000102395,0.00003009433,0.0000255591,0.00005618277,0.003922942,0.000001796369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8571782,0.0249121,0.0002767387,0.003569836,0.0003144635,0.000100068,0.02243355,0.00005153917,0.09116355],"genre_scores_gemma":[0.9736883,0.0108228,0.0002567453,0.0007710228,0.0003951989,0.00004874473,0.006521292,0.000009525083,0.007486345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04349301,"threshold_uncertainty_score":0.08647966,"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."}}