{"id":"W4291021192","doi":"10.1097/der.0000000000000934","title":"Friction-Induced Skin Disorders—A Review","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermis; Medicine; Dermatology; Scarring alopecia; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002880686,0.00006886787,0.0001418887,0.00003645188,0.0001563377,0.000005085552,0.00003942575,0.000009699933,0.003935768],"category_scores_gemma":[0.00001532561,0.00006368035,0.0001000578,0.0001745471,0.000005309359,0.0000379263,0.00003833517,0.00007419441,0.0001934174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007211896,"about_ca_system_score_gemma":0.00003607857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001164706,"about_ca_topic_score_gemma":0.00001044677,"domain_scores_codex":[0.9994128,0.00003570109,0.0001258299,0.0001100514,0.0002076473,0.0001079129],"domain_scores_gemma":[0.9996767,0.00001236004,0.0000381434,0.000181693,0.00001460541,0.0000764872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000108255,0.001084367,0.06891882,0.001470094,0.0002896185,0.0003440552,0.0002342154,0.000002205479,0.00003402524,0.0007400212,0.7463581,0.1805137],"study_design_scores_gemma":[0.001220698,0.0001786541,0.3022943,0.0002279891,0.0002615743,0.0001655209,0.00007103599,0.00004191248,0.00004126574,0.0002702142,0.6951144,0.0001124529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6431853,0.1246204,0.0001376685,0.09586425,0.001521321,0.003737376,0.0004082311,0.0005326531,0.1299928],"genre_scores_gemma":[0.9796992,0.005394169,0.00005973036,0.01360562,0.00003489403,0.0002226156,0.0001766387,0.00001297981,0.0007941643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3365138,"threshold_uncertainty_score":0.9969748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182485630776811,"score_gpt":0.2695381423006121,"score_spread":0.257713285992844,"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."}}