{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003222909,0.0002497029,0.0001962625,0.0001559528,0.0002756218,0.00004495704,0.0002351524,0.0001721009,0.001269634],"category_scores_gemma":[0.00005636307,0.000248424,0.00005290605,0.0001620391,0.0001469029,0.0002678933,0.00004214311,0.0008294442,0.001103643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004897171,"about_ca_system_score_gemma":0.00002244301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005882336,"about_ca_topic_score_gemma":0.00003365217,"domain_scores_codex":[0.9981356,0.0005015958,0.0003554591,0.0003729381,0.0003153932,0.0003189811],"domain_scores_gemma":[0.9990536,0.0002417976,0.0001717009,0.0002982562,0.0001103467,0.00012429],"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":[0.001048796,0.01914642,0.2577348,0.0004836816,0.002053369,0.001282897,0.03161654,0.02207708,0.01947767,0.03101166,0.0558514,0.5582157],"study_design_scores_gemma":[0.01155496,0.00179721,0.3535821,0.0001330737,0.0004612364,0.0001050383,0.001002847,0.02642337,0.3277878,0.002589237,0.272922,0.001641144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865552,0.00002368663,0.0008240627,0.002880226,0.002087267,0.001285183,0.0001145362,0.0001440771,0.006085718],"genre_scores_gemma":[0.9923164,0.00006176705,0.0002867045,0.006299653,0.0003248491,0.0001424939,0.0001567364,0.00003614348,0.0003752764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5565745,"threshold_uncertainty_score":0.9999968,"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."}}