{"id":"W7133240106","doi":"10.2310/6620.2010.00008s","title":"ECVAM Prevalidation Study on Skin Sensitization Alternatives: Update on Progress","year":2010,"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":"","funders":"","keywords":"Skin sensitization; Sensitization; MEDLINE; Skin reaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006999018,0.0007491076,0.001421521,0.001809839,0.0003348502,0.001022597,0.0008447946,0.0006394952,0.003031286],"category_scores_gemma":[0.005025716,0.0002536096,0.001206267,0.001894002,0.0003988015,0.001177985,0.0005297112,0.0008453897,0.000478731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006249949,"about_ca_system_score_gemma":0.001511032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005214973,"about_ca_topic_score_gemma":0.01001974,"domain_scores_codex":[0.9970964,0.001215645,0.000439518,0.0003745229,0.0008030194,0.00007078607],"domain_scores_gemma":[0.9912829,0.003736275,0.001065185,0.000466132,0.003299243,0.0001502913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001221104,0.0008045642,0.04149971,0.004497173,0.0005574653,0.0001573981,0.0003632452,0.0002475326,0.01128746,0.0005231042,0.003075239,0.9357659],"study_design_scores_gemma":[0.0004220977,0.01416369,0.2155866,0.005914009,0.007766523,0.00444037,0.002332217,0.001534681,0.1624496,0.001124399,0.5840694,0.0001964873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3401418,0.59094,0.01969111,0.003424151,0.0007721526,0.0006520197,0.005278508,0.0001989781,0.03890125],"genre_scores_gemma":[0.5558283,0.3854489,0.03430587,0.003317562,0.0007225954,0.0002778906,0.004822058,0.0001288249,0.01514791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006999018,"threshold_uncertainty_score":0.03701478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06214306515744855,"score_gpt":0.4359958728940779,"score_spread":0.3738528077366293,"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."}}