{"id":"W7133232006","doi":"10.2310/6620.2011.00011q","title":"A Novel Skin Washing “By Difference” Method for Predicting Dermal Absorption","year":2011,"lang":"en","type":"article","venue":"Dermatitis","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada","funders":"","keywords":"Absorption (acoustics); Skin thickness; Skin equivalent; Skin barrier","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004607649,0.0002657717,0.0002744128,0.00009370841,0.0003645912,0.00002358777,0.0003203524,0.0002976386,0.0007814298],"category_scores_gemma":[0.0000787345,0.0002808052,0.000124918,0.0001179261,0.0001043608,0.0003209747,0.00006750452,0.0005180265,0.00005816426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007372566,"about_ca_system_score_gemma":0.00003293694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075765,"about_ca_topic_score_gemma":0.00003703838,"domain_scores_codex":[0.9981986,0.0002052688,0.0004815325,0.0003678908,0.0001712301,0.0005755004],"domain_scores_gemma":[0.9988844,0.0004674546,0.0001914513,0.0001804976,0.00009671758,0.0001794268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004219394,0.002271047,0.02579864,0.00102093,0.001314412,0.00005228368,0.02901521,0.001214699,0.2911533,0.006441007,0.0756951,0.5656013],"study_design_scores_gemma":[0.008747991,0.0003143519,0.03037628,0.000136234,0.0006921747,0.0002959175,0.001035257,0.2281186,0.4625827,0.003166063,0.2631442,0.0013902],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08619817,0.0003168525,0.904007,0.0004014007,0.00121599,0.0007994314,0.00061933,0.0002094433,0.006232417],"genre_scores_gemma":[0.8937801,0.0001608517,0.09636993,0.00807257,0.0002472211,0.0003885938,0.0001932702,0.00005831058,0.0007291518],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.807637,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230339555576898,"score_gpt":0.4087366523772545,"score_spread":0.2857026968195647,"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."}}