{"id":"W3174765491","doi":"10.1097/dss.0000000000003079","title":"Defining Skin Quality: Clinical Relevance, Terminology, and Assessment","year":2021,"lang":"en","type":"review","venue":"Dermatologic Surgery","topic":"Skin Protection and Aging","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Terminology; CLARITY; Quality (philosophy); Cosmeceuticals; Medicine; Relevance (law); Pathology; Cosmetics","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":[0.001769752,0.0004152103,0.004396788,0.0003180671,0.0001195903,0.00003570923,0.00008320603,0.0007673845,0.0001631388],"category_scores_gemma":[0.002656678,0.0003163994,0.00100602,0.0003523236,0.0002135762,0.00004905627,0.0001808769,0.001363566,0.00006664328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006600012,"about_ca_system_score_gemma":0.0008676173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006977677,"about_ca_topic_score_gemma":8.930219e-7,"domain_scores_codex":[0.9955004,0.001320184,0.001793449,0.0007489277,0.0002332908,0.0004036968],"domain_scores_gemma":[0.9915273,0.006954856,0.0007257116,0.0005327739,0.00007491196,0.0001844362],"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":[0.000003045942,0.00007359377,0.0112389,0.006533886,0.0002209959,0.001496442,0.000004518205,4.787689e-9,1.413188e-8,0.0006125194,0.0048098,0.9750063],"study_design_scores_gemma":[0.0001927395,0.00001252266,0.001946057,0.01228265,0.0005144314,0.01061403,0.00005169716,0.000002907309,5.903308e-7,0.0000376785,0.974031,0.00031372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002759787,0.9937052,0.00006886415,0.0004672564,0.00124862,0.0004099315,0.000007982057,0.0001814984,0.003634644],"genre_scores_gemma":[0.0001628212,0.9959622,0.001456069,0.001624151,0.000164673,0.0001458495,0.0001962246,0.00004266288,0.0002453466],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9746926,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.227801062590317,"score_gpt":0.4923829117098953,"score_spread":0.2645818491195783,"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."}}