{"id":"W2083247239","doi":"10.1016/j.clindermatol.2011.08.016","title":"Noninvasive test methods for epidermal barrier function","year":2012,"lang":"en","type":"article","venue":"Clinics in Dermatology","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transepidermal water loss; Stratum corneum; Barrier function; Skin barrier; Subclinical infection; Dermatology; Medicine; Chemistry; Biophysics; Pathology; Biology; Cell biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001919984,0.0003205333,0.0005901586,0.0002243661,0.0002392487,0.000008132451,0.0003503725,0.0008638048,0.001022361],"category_scores_gemma":[0.001932256,0.0003428092,0.0001955519,0.0002355009,0.0004029269,0.000345415,0.0001169543,0.001166614,0.0002312926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009588275,"about_ca_system_score_gemma":0.0001058888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002035252,"about_ca_topic_score_gemma":0.000008206512,"domain_scores_codex":[0.9962937,0.001071279,0.000990385,0.0004319472,0.00008612961,0.001126517],"domain_scores_gemma":[0.9882144,0.0107496,0.000261943,0.0003265922,0.0001339893,0.0003134637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0014889,0.002626793,0.7143703,0.0003752296,0.0005311217,0.0001467656,0.002113817,0.001123398,0.007593813,0.01738012,0.01557496,0.2366748],"study_design_scores_gemma":[0.005237934,0.0002144488,0.00518368,0.00001970908,0.0003624876,0.0006016253,0.0003730652,0.01139172,0.0310461,0.009675161,0.9352292,0.000664827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2560297,0.01440108,0.6750716,0.003671278,0.03152091,0.003710268,0.0003187194,0.0004424449,0.01483401],"genre_scores_gemma":[0.9451963,0.0007119416,0.03959892,0.01241018,0.0006319395,0.0005625229,0.00008925718,0.00006975443,0.0007292186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9196543,"threshold_uncertainty_score":0.9999024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177780275362069,"score_gpt":0.5422629046483168,"score_spread":0.3644826292862479,"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."}}