{"id":"W4387765386","doi":"10.2196/49901","title":"The Impact of Temperature, Humidity, and Sunshine on Internet Search Volumes Related to Psoriasis","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humidity; Psoriasis; Volume (thermodynamics); Sunshine duration; Relative humidity; The Internet; Environmental science; Medicine; Meteorology; Geography; Physics; Computer science; World Wide Web; Dermatology; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025125,0.0002250635,0.000354847,0.001520293,0.00023362,0.000997589,0.0002829269,0.0003256174,0.00171104],"category_scores_gemma":[0.008220299,0.0001759726,0.0006893875,0.002365756,0.0002777157,0.0008449499,0.0005708247,0.0005585513,0.0002461868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005065756,"about_ca_system_score_gemma":0.0002888481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01604513,"about_ca_topic_score_gemma":0.01808948,"domain_scores_codex":[0.9987645,0.000486592,0.0001837594,0.0001930449,0.0001920004,0.0001800571],"domain_scores_gemma":[0.9918032,0.003520832,0.003213355,0.0003536782,0.0004002579,0.0007087634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002191016,0.00004196841,0.9954233,0.00005360797,0.0001906029,0.00003957186,0.0001573358,0.000299719,0.0001141232,0.00003869,0.0002304613,0.003191552],"study_design_scores_gemma":[0.000001457345,0.00002936972,0.9992667,0.00001043884,0.0000310694,0.00003355254,0.0001406687,0.0003139192,0.00004342278,0.00001391236,0.0001121921,0.000003210893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964643,0.0006982232,0.00008329398,0.0001315912,0.00001061224,0.000006067738,0.001932705,0.000008208341,0.0006651047],"genre_scores_gemma":[0.999217,0.0001023487,0.00003888808,0.00001358104,0.000009757475,0.000002731372,0.0005474894,0.000002584433,0.00006547158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01604513,"threshold_uncertainty_score":0.03190345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943875591060983,"score_gpt":0.3553070096103074,"score_spread":0.3358682536996975,"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."}}