{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002109059,0.0001488368,0.0004528494,0.0001801754,0.00005807952,0.00001981376,0.0001679608,0.0001190876,0.0001368726],"category_scores_gemma":[0.0002642668,0.00008969641,0.0001354768,0.0004905933,0.0001627127,0.00003601127,0.0001800269,0.0002489767,0.0002418727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003259108,"about_ca_system_score_gemma":0.00007171795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261357,"about_ca_topic_score_gemma":0.00005358094,"domain_scores_codex":[0.9987925,0.0001757479,0.000273766,0.0002566364,0.0001882673,0.0003130739],"domain_scores_gemma":[0.9988488,0.0003510424,0.00005271522,0.0004672932,0.0001026631,0.0001775032],"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":[0.001113703,0.0001761655,0.4227785,0.0001984368,0.001619814,0.000571636,0.0008265184,0.00003264722,0.00307547,0.0008626279,0.5655704,0.003174197],"study_design_scores_gemma":[0.001182833,0.0004680889,0.9858584,0.00005927899,0.00008930767,0.0004510554,0.00009951583,0.0006098353,0.002900395,0.0002398962,0.007902419,0.0001389489],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938857,0.0002872903,4.845809e-7,0.004293138,0.0001075326,0.0004800225,0.0001275436,0.0001309807,0.0006872962],"genre_scores_gemma":[0.9980363,0.0001373073,0.00001088482,0.0001739904,0.00002342151,0.00004305643,0.0001501652,0.00002234792,0.001402484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.56308,"threshold_uncertainty_score":0.3657714,"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."}}