{"id":"W1986162358","doi":"10.1097/der.0000000000000003","title":"Categorization of Chemicals According to Their Relative Human Skin Sensitizing Potency","year":2014,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":221,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Local lymph node assay; Potency; Medicine; Skin sensitization; Sensitization; In vivo; Human skin; Pharmacology; Toxicology; Computational biology; In vitro; Immunology; Biochemistry; Biotechnology; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0001683021,0.0004064465,0.002265745,0.0003398191,0.0001011943,0.00003956447,0.0001485624,0.0002782156,0.0000813924],"category_scores_gemma":[0.0001821298,0.0003289307,0.0004929259,0.0003765205,0.00003783852,0.0001440362,0.0001141995,0.0003280516,0.00008869669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315278,"about_ca_system_score_gemma":0.0001103305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061683,"about_ca_topic_score_gemma":0.00001480871,"domain_scores_codex":[0.9979513,0.0001286851,0.001062845,0.0003213303,0.0002633906,0.0002723948],"domain_scores_gemma":[0.9984208,0.0002122205,0.0005794197,0.0004520188,0.0001894726,0.0001460447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[7.523885e-7,0.00003415445,0.00002612409,0.01925395,0.0002984113,0.00005134724,0.0009245536,6.147029e-7,0.000121794,0.001587599,0.004054893,0.9736458],"study_design_scores_gemma":[0.0002554984,0.00006076805,0.0001765827,0.0289253,0.0004945584,0.0003409886,0.0001641209,0.0000174034,0.000459666,0.0001690239,0.9685643,0.0003717504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000600918,0.9814888,0.00247036,0.000493644,0.0002464588,0.001435807,0.00009173123,0.0001186749,0.0130536],"genre_scores_gemma":[0.02302424,0.9741887,0.0006070786,0.0006229688,0.0003376369,0.00006593288,0.0006774663,0.00008957028,0.0003863445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9732741,"threshold_uncertainty_score":0.9999163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224290758137344,"score_gpt":0.3199727884610414,"score_spread":0.287729880879668,"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."}}