{"id":"W2725869602","doi":"10.1097/der.0000000000000304","title":"Fragrances Categorized According to Relative Human Skin Sensitization Potency","year":2017,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Potency; Skin sensitization; Medicine; Categorization; Sensitization; Toxicology; Artificial intelligence; Computer science; Immunology; Biochemistry; Biology; In vitro","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":[],"consensus_categories":[],"category_scores_codex":[0.00007501218,0.0001486566,0.0003094116,0.0001079876,0.0007389908,0.0002006962,0.0001318556,0.00006949826,0.0001778958],"category_scores_gemma":[0.000196535,0.0001370974,0.00008829501,0.00006783663,0.00004718819,0.0005506795,0.00007487938,0.0001258434,0.0002043274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004663219,"about_ca_system_score_gemma":0.00003097297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009867003,"about_ca_topic_score_gemma":0.0004305316,"domain_scores_codex":[0.9990629,0.00002994652,0.0002712936,0.0002005724,0.0002195834,0.0002156964],"domain_scores_gemma":[0.999085,0.00003806267,0.0001706317,0.0004477994,0.0001318429,0.0001266796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008324492,0.0004361426,0.41867,0.001035286,0.0009843975,0.002488775,0.02582929,0.00006899724,0.05422838,0.1264699,0.1053484,0.2643571],"study_design_scores_gemma":[0.001596849,0.00009953208,0.9619291,0.000432151,0.0000617199,0.0001459765,0.0005223127,0.0003129851,0.01042616,0.004190022,0.01998333,0.0002998197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952336,0.0001160029,0.003521384,0.02762208,0.0003824514,0.0004879999,0.00001583114,0.0001018065,0.07251885],"genre_scores_gemma":[0.9945023,0.00007221175,0.001048989,0.00207899,0.0002408708,0.00002270969,0.0000475606,0.00002086638,0.001965475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5432591,"threshold_uncertainty_score":0.5683795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829073767296435,"score_gpt":0.2920247657373337,"score_spread":0.2737340280643693,"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."}}