{"id":"W4293196329","doi":"10.2139/ssrn.4129272","title":"Global Burden of Asthma and Patterns of Distribution in Key Clinical Subgroups: Nasal Polyps, Allergic Rhinitis, Severe Asthma, and Eosinophilic Asthma","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada","funders":"","keywords":"Asthma; Nasal polyps; Medicine; Eosinophilic; Dermatology; Immunology; Pathology","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":[0.0003542043,0.0002367562,0.0003457773,0.001133926,0.0002077054,0.0004953761,0.0002107582,0.000349408,0.002627242],"category_scores_gemma":[0.0009275564,0.0001727199,0.0006461343,0.001560471,0.0003400403,0.000672521,0.0006436804,0.0003694066,0.0003091605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002428456,"about_ca_system_score_gemma":0.0002671461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004520262,"about_ca_topic_score_gemma":0.006724553,"domain_scores_codex":[0.9997545,0.00005790163,0.00003208978,0.00006882825,0.00003414718,0.00005252492],"domain_scores_gemma":[0.9993047,0.00006478699,0.0003724397,0.00006192266,0.00009578448,0.0001004605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215115,0.00001130357,0.9958241,0.00003380793,0.0001147885,0.00003996981,0.000094442,0.0001425781,0.0004797292,0.00009744957,0.0002179267,0.002728736],"study_design_scores_gemma":[0.000002515914,0.00002605561,0.9993244,0.000006888067,0.0000205851,0.0001314933,0.0001651597,0.00009500608,0.00001706632,0.00005518908,0.0001536574,0.000002030493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925261,0.001761489,0.0001726367,0.0002058104,0.00001150625,0.000008724508,0.003546317,0.00001552712,0.001751957],"genre_scores_gemma":[0.9974617,0.0005358091,0.00008099465,0.00001827884,0.00001885541,0.000005543104,0.001699094,0.000003251377,0.0001764696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004520262,"threshold_uncertainty_score":0.008987904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008920164169829036,"score_gpt":0.2729923515106003,"score_spread":0.2640721873407712,"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."}}