{"id":"W2973201597","doi":"10.1136/postgradmedj-2019-136766","title":"Seasonality and global public interest in psoriasis: an infodemiology study","year":2019,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Psoriasis; Medicine; Seasonality; Psoriatic arthritis; Dermatology; Atopic dermatitis; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00194418,0.0002416122,0.0005165943,0.00007647413,0.0001245715,0.00004729428,0.0003942584,0.0003426165,0.00103105],"category_scores_gemma":[0.0005858166,0.0001788165,0.00008571642,0.0002058268,0.0001828767,0.000239824,0.0001585474,0.0006717097,0.0003087381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001087102,"about_ca_system_score_gemma":0.0002385239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001179827,"about_ca_topic_score_gemma":0.001014564,"domain_scores_codex":[0.996905,0.001475204,0.0005688338,0.0003728478,0.0001158729,0.0005622712],"domain_scores_gemma":[0.9990508,0.000213361,0.0001615241,0.0002402385,0.00008673464,0.0002473538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003259325,0.000813444,0.8937406,0.000006014733,0.0002434067,0.0001589795,0.0003036194,1.171456e-7,0.0001291983,0.0008426811,0.0002143586,0.1032217],"study_design_scores_gemma":[0.006666013,0.001175817,0.9853584,0.00004368317,0.00007589543,0.002132445,0.0009786192,0.00001350567,0.00002531482,0.001474626,0.001847328,0.000208366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919934,0.001911312,0.00001452539,0.003888896,0.001599246,0.0002628427,0.00002146464,0.0000355005,0.000272793],"genre_scores_gemma":[0.9989512,0.0002803158,0.00002840985,0.0004647808,0.0001213074,0.00001134693,0.00003818349,0.00001051039,0.00009397746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030133,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05858888522888673,"score_gpt":0.3094643967885149,"score_spread":0.2508755115596282,"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."}}