{"id":"W4401794372","doi":"10.1007/s00403-024-03278-5","title":"Treatments for periorbital hyperpigmentation in fitzpatrick skin types IV-VI: a systematic review","year":2024,"lang":"en","type":"review","venue":"Archives of Dermatological Research","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre; McGill University Health Centre; University of British Columbia; University of Toronto","funders":"","keywords":"Hyperpigmentation; Dermatology; Pigmentation disorder; Medicine; Skin type; Skin hyperpigmentation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000821519,0.0005480101,0.004749091,0.001289876,0.0001132239,0.00005687194,0.0005198425,0.0003506029,0.00006257382],"category_scores_gemma":[0.001744998,0.0002851585,0.001289347,0.001118887,0.0004746741,0.00006080731,0.000352956,0.0009410876,0.0002947263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013722,"about_ca_system_score_gemma":0.0006606983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002294573,"about_ca_topic_score_gemma":0.000003762782,"domain_scores_codex":[0.994269,0.001269619,0.001700409,0.0008376669,0.001020295,0.0009030739],"domain_scores_gemma":[0.9950854,0.003557285,0.000261827,0.0006792134,0.0001403005,0.0002759535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007049759,0.0006537911,0.0000449969,0.8958873,0.0009856414,0.0009873618,0.0001017138,2.894658e-8,8.425987e-7,0.0003913886,0.0008772208,0.09999923],"study_design_scores_gemma":[0.0014753,0.0009842325,0.00008000869,0.9444625,0.00674916,0.002224822,0.0001656008,0.00007827429,0.000006887433,0.0009270582,0.0424604,0.0003857426],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001024939,0.9832699,0.000007693215,0.0004011499,0.00005500163,0.01252548,0.0001801923,0.00004362145,0.00341447],"genre_scores_gemma":[0.0005279399,0.9915305,0.0006123131,0.00004129782,0.00003149815,0.004544395,0.0005220903,0.00006444738,0.002125504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09961349,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1819591863878356,"score_gpt":0.5113349227902748,"score_spread":0.3293757364024392,"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."}}