{"id":"W4281643607","doi":"10.7573/dic.2021-10-9","title":"Dermatology: how to manage acne in skin of colour","year":2022,"lang":"en","type":"review","venue":"Drugs in Context","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Probity Medical Research; Queen's University; SKiN Health","funders":"","keywords":"Medicine; Acne; Dermatology; Adverse effect; Benzoyl peroxide; Population; Isotretinoin; Acne treatment; Azelaic acid; Hyperpigmentation; Rosacea; Melasma; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002129912,0.0002836001,0.002058363,0.0004807763,0.00002725026,0.000006831031,0.0001676067,0.0002172645,0.0002064569],"category_scores_gemma":[0.00008535136,0.0002102632,0.0002672698,0.0005246474,0.00002895797,0.00002609751,0.0001593273,0.0004007054,0.00004794479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152551,"about_ca_system_score_gemma":0.0001287287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611341,"about_ca_topic_score_gemma":0.0001597623,"domain_scores_codex":[0.9986027,0.0001837618,0.0004225186,0.0003378689,0.0001691947,0.0002838795],"domain_scores_gemma":[0.999132,0.0002580466,0.0001641129,0.0003485077,0.00001306914,0.00008422934],"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":[0.0000355677,0.0002311558,0.000179519,0.008204939,0.000132711,0.0008532437,0.001035755,1.476517e-7,1.683663e-7,0.00009835898,0.004233744,0.9849947],"study_design_scores_gemma":[0.001190234,0.00015195,0.00008004492,0.005883835,0.0002680713,0.0001017655,0.0007825404,0.000002239263,0.000003280602,0.000006322241,0.9913673,0.0001624621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002436211,0.9918571,0.000001822128,0.0007349084,0.0002238505,0.00162537,0.0000348638,0.00001395036,0.00307195],"genre_scores_gemma":[0.0151989,0.9804268,0.00004654874,0.0003919301,0.00003868226,0.0003723361,0.0001205581,0.0000386229,0.003365589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9871335,"threshold_uncertainty_score":0.8574283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878963855679351,"score_gpt":0.343123514155425,"score_spread":0.3043338755986315,"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."}}