{"id":"W7133186925","doi":"10.2310/6620.2011.00011ii","title":"Strategies for Assessing and Managing Dermal Exposures under the EU REACH Regulation","year":2011,"lang":"en","type":"article","venue":"Dermatitis","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"European union; Risk assessment; MEDLINE; Eu countries","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001137335,0.00006220925,0.00007648086,0.00004417522,0.0001579265,0.00008908531,0.0000260348,0.00003089991,0.00009239768],"category_scores_gemma":[0.00001061001,0.00004465776,0.00002518414,0.000047394,0.00004450221,0.0002085107,0.00001292852,0.00006545425,0.00000546811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001195061,"about_ca_system_score_gemma":0.00001737262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005645788,"about_ca_topic_score_gemma":0.00001046478,"domain_scores_codex":[0.9995835,0.00002625935,0.0001141458,0.0000936363,0.00007776938,0.0001046789],"domain_scores_gemma":[0.9997528,0.00004043653,0.0000451311,0.00009908885,0.00003564578,0.00002691791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001061065,0.0002230515,0.04837925,0.001901996,0.0005386469,0.0001230716,0.03676137,0.0001510413,0.01475127,0.4300503,0.07984173,0.3871722],"study_design_scores_gemma":[0.0008739381,0.0000386522,0.9405411,0.0002001541,0.00008225835,0.000464982,0.01267818,0.004750599,0.004928261,0.02016132,0.01514223,0.0001383249],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5373146,0.0007549946,0.3317688,0.02599823,0.0003675583,0.0009922469,0.000002602721,0.0002140559,0.1025869],"genre_scores_gemma":[0.992489,0.00001360344,0.004336524,0.002811529,0.00007692176,0.00001911546,0.000005043835,0.00001039063,0.0002378143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8921618,"threshold_uncertainty_score":0.1821091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05066868428570917,"score_gpt":0.290385215866246,"score_spread":0.2397165315805369,"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."}}