{"id":"W4414075106","doi":"10.1016/j.toxlet.2025.07.986","title":"P32-12 In vitro Skin Sensitization Potency Assessment Using GARD®skin Dose-Response: A Case study on Natural Extracts-Based Skin-Binding Dyes and Dye Precursors","year":2025,"lang":"en","type":"article","venue":"Toxicology Letters","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SKiN Health","funders":"","keywords":"Potency; Skin sensitization; Sensitization; In vitro; In vivo; In vitro toxicology; Local lymph node assay","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"],"consensus_categories":[],"category_scores_codex":[0.0008390013,0.0002690921,0.000400372,0.0009471269,0.0002368619,0.00004876659,0.00005973049,0.000161481,0.00002965422],"category_scores_gemma":[0.000239242,0.0002616434,0.00007296644,0.0004487997,0.0001056258,0.00009237261,0.0000466739,0.0006785516,0.000002861172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006195095,"about_ca_system_score_gemma":0.0001752283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168594,"about_ca_topic_score_gemma":0.0001252193,"domain_scores_codex":[0.9977095,0.0007338298,0.0004000719,0.0005270883,0.0002256854,0.0004038617],"domain_scores_gemma":[0.9989067,0.000585115,0.0001421943,0.0002414548,0.00004050647,0.00008407237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003275444,0.0008418437,0.02006013,0.00008493822,0.0001476813,0.009438382,0.001986199,0.0008039125,0.9566117,0.00001037691,0.0001593378,0.006580054],"study_design_scores_gemma":[0.02426939,0.001616867,0.7171059,0.0008790679,0.0005728611,0.005405904,0.01086788,0.05195068,0.1861019,0.00002774657,0.0001945011,0.001007298],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864202,0.00003337417,0.0007656039,0.01061626,0.0005499857,0.001425556,0.000003126507,0.00009223002,0.00009365427],"genre_scores_gemma":[0.9923298,0.00000104001,0.00158467,0.0057733,0.0000785485,0.000060664,0.000009406655,0.00002660403,0.0001360095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7705098,"threshold_uncertainty_score":0.9999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973189061432141,"score_gpt":0.3418941168917172,"score_spread":0.3221622262773958,"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."}}