{"id":"W4362471145","doi":"10.1016/j.yacs.2022.10.003","title":"Update on Melasma Management","year":2023,"lang":"en","type":"article","venue":"Advances in Cosmetic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Melasma; Medicine; Dermatology; Hyperpigmentation; Azelaic acid; Pharmacology; Cysteamine; Adjuvant; Photoprotection; Chemistry; Internal medicine","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":[0.001047788,0.0005943066,0.001045826,0.002321212,0.0003357394,0.001251528,0.0008123755,0.001353056,0.01353428],"category_scores_gemma":[0.003766435,0.0002577281,0.0008065926,0.001362071,0.0003736363,0.001482798,0.0006614603,0.002446447,0.004574316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008093224,"about_ca_system_score_gemma":0.001174795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979106,"about_ca_topic_score_gemma":0.006114222,"domain_scores_codex":[0.9994586,0.0001247817,0.0001035495,0.00004925776,0.0002047601,0.00005900472],"domain_scores_gemma":[0.9974546,0.001261207,0.0003152301,0.0000621416,0.0006965377,0.0002103106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001208813,0.00006871174,0.0005733207,0.003208232,0.00006582281,0.0004273064,0.00003026136,0.000190286,0.0004852609,0.0008059436,0.2532045,0.7408194],"study_design_scores_gemma":[0.00004170653,0.00008991436,0.001159403,0.003895127,0.00015002,0.00188548,0.00003337385,0.00009780974,0.0001865656,0.0004599213,0.9919865,0.00001424597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008081546,0.9564944,0.0009152222,0.01161807,0.0112181,0.00003701411,0.0003244359,0.0001208643,0.01846375],"genre_scores_gemma":[0.007004369,0.9331998,0.002834411,0.01954208,0.02298834,0.00007529053,0.0009667079,0.00004805638,0.01334108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01353428,"threshold_uncertainty_score":0.04527664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692282455733038,"score_gpt":0.3622573238646319,"score_spread":0.3253344993073016,"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."}}