{"id":"W4386276116","doi":"10.2139/ssrn.4554855","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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Allergy; Medical emergency; Medicine; Environmental health; 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":[0.0009269199,0.0003550891,0.0003683571,0.001811859,0.001739423,0.002277964,0.0004507339,0.003224852,0.01081784],"category_scores_gemma":[0.003759224,0.0001801515,0.0002598731,0.001732601,0.002460953,0.002693048,0.00182288,0.0026999,0.001190857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007237507,"about_ca_system_score_gemma":0.001846417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006354806,"about_ca_topic_score_gemma":0.01176595,"domain_scores_codex":[0.9994012,0.0002251124,0.00005161676,0.00005838657,0.0001476496,0.0001161458],"domain_scores_gemma":[0.9988495,0.0003591079,0.0003196244,0.00004555167,0.0001380679,0.0002880528],"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":[0.0004266068,0.0005227163,0.07404273,0.002592079,0.00008308385,0.01815228,0.0176366,0.0001533457,0.001190709,0.05467578,0.4602768,0.3702474],"study_design_scores_gemma":[0.00004997421,0.0005427436,0.1729121,0.004841928,0.0001569031,0.04469318,0.04906583,0.0002332647,0.0002267819,0.03119773,0.6959918,0.00008774472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08333403,0.3509586,0.000661,0.3978122,0.04273719,0.00003917425,0.0003618734,0.00007241171,0.1240236],"genre_scores_gemma":[0.5788987,0.2472718,0.0004682128,0.05548091,0.07321487,0.00003764742,0.0002710826,0.00003783166,0.04431892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01081784,"threshold_uncertainty_score":0.03618932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257374137390215,"score_gpt":0.2403155446939554,"score_spread":0.2177418033200532,"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."}}