{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004179022,0.0006160992,0.0003172885,0.002709946,0.000243672,0.0009304867,0.0005242859,0.0003733198,0.003800203],"category_scores_gemma":[0.007354416,0.0002304568,0.0005758991,0.001162502,0.0006756329,0.000616797,0.000747806,0.0005475456,0.0006674321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680821,"about_ca_system_score_gemma":0.0003774232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009904748,"about_ca_topic_score_gemma":0.000586036,"domain_scores_codex":[0.9962549,0.001744155,0.0002306957,0.0002799221,0.001408687,0.00008173442],"domain_scores_gemma":[0.9894454,0.005623982,0.002865596,0.0005446513,0.001390926,0.0001295269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001642728,0.0006728185,0.5956742,0.002135423,0.0008676613,0.000515701,0.0008633897,0.04431508,0.08618932,0.006695824,0.001441434,0.2589864],"study_design_scores_gemma":[0.00009294742,0.006197085,0.6369472,0.0004677696,0.0006736069,0.01089401,0.001020605,0.1054131,0.1791542,0.02700187,0.03185685,0.0002809455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7515725,0.01420249,0.2199768,0.0003980366,0.00004590647,0.0005182665,0.001834179,0.0004105377,0.01104129],"genre_scores_gemma":[0.9700313,0.0009987975,0.02696451,0.00006019058,0.00001547242,0.0001004282,0.0004039741,0.00002085579,0.001404408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004179022,"threshold_uncertainty_score":0.02210099,"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."}}