{"id":"W4400300887","doi":"10.1111/jdv.20194","title":"Large‐scale international study on scalp seborrheic dermatitis: Prevalence, demographics, healthcare trends and quality of life","year":2024,"lang":"en","type":"letter","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dandruff; Scalp; Seborrheic dermatitis; Demographics; Demography; Quality of life (healthcare); Population; Dermatology; Environmental health; Pathology; Shampoo","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009464298,0.0002833093,0.0003044983,0.0009533128,0.0004534835,0.0005179649,0.0002269888,0.0004394881,0.00225564],"category_scores_gemma":[0.001320261,0.0002098963,0.0003340881,0.001750819,0.0002593419,0.0008874928,0.0005284811,0.0004764886,0.0007028325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000179752,"about_ca_system_score_gemma":0.0002400622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416401,"about_ca_topic_score_gemma":0.002543499,"domain_scores_codex":[0.9993696,0.0002301872,0.00008420961,0.0001329446,0.0001024131,0.00008069818],"domain_scores_gemma":[0.9988018,0.0002115552,0.0004253183,0.00009423766,0.0002548708,0.0002121156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006968893,0.0001363564,0.9959032,0.00003769215,0.00005822839,0.00008110189,0.0003635851,0.00001724088,0.000283698,0.00001797284,0.0003228348,0.002708405],"study_design_scores_gemma":[0.000004918492,0.0001099389,0.9986838,0.00001024033,0.00001412395,0.0002585026,0.000396147,0.00002366248,0.00002518874,0.000008705635,0.0004607673,0.000003969056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955805,0.0007923013,0.0002703879,0.0001007395,0.00001525939,0.00006948587,0.001577292,0.000005555496,0.0015885],"genre_scores_gemma":[0.9969937,0.0006130232,0.0003530348,0.0001175502,0.00003317825,0.00008504306,0.001389372,0.000004679715,0.0004105182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002416401,"threshold_uncertainty_score":0.007545888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579626635632015,"score_gpt":0.3406849192496692,"score_spread":0.304888652893349,"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."}}