{"id":"W162582067","doi":"10.2310/6620.2008.07018","title":"Preservatives and Skin Sensitization Quantitative Risk Assessment","year":2008,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cosmetics; Preservative; Allergic contact dermatitis; Skin sensitization; Sensitization; Risk assessment; Dermatology; Toxicology; Risk analysis (engineering); Food science; Allergy; Immunology; Computer science; Pathology","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":[0.00005609724,0.0001088804,0.0002144339,0.0000737398,0.0001871544,0.00002628784,0.00002562626,0.00003997102,0.000137972],"category_scores_gemma":[0.0001058079,0.00009672732,0.00003991238,0.0001054338,0.00008830996,0.0002840884,0.00003325875,0.0001123095,0.00002263296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002435984,"about_ca_system_score_gemma":0.00004816993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001997117,"about_ca_topic_score_gemma":0.00008325742,"domain_scores_codex":[0.9992677,0.00007736502,0.0001993546,0.0001440293,0.0001838846,0.0001276818],"domain_scores_gemma":[0.9994357,0.0001424041,0.00009326424,0.0001337792,0.0001196206,0.00007520036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001927193,0.0002062482,0.8862293,0.0003091817,0.0003476818,0.0005906184,0.01368878,0.000038947,0.000956565,0.01252959,0.07186253,0.01322124],"study_design_scores_gemma":[0.0007670262,0.0001000885,0.981571,0.00008000852,0.00002776104,0.0003599894,0.0003364667,0.005528609,0.0006995503,0.000404467,0.01001717,0.0001078711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766451,0.0004538649,0.003281577,0.007046355,0.00005794224,0.0002698163,0.00003302204,0.00005566176,0.01215668],"genre_scores_gemma":[0.9863538,0.002731006,0.008907182,0.001306979,0.00004234679,0.00001578364,0.00005649305,0.00001288099,0.0005734923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09534166,"threshold_uncertainty_score":0.3944426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225224809220061,"score_gpt":0.2892853883893479,"score_spread":0.2667629074673418,"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."}}