{"id":"W1970024131","doi":"10.1016/j.yrtph.2012.12.004","title":"Workshop: Use of “read-across” for chemical safety assessment under REACH","year":2012,"lang":"en","type":"article","venue":"Regulatory Toxicology and Pharmacology","topic":"Agricultural safety and regulations","field":"Agricultural and Biological Sciences","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Ottawa; Imperial College London; Aarhus Universitet","keywords":"Agency (philosophy); Context (archaeology); Computer science; Chemical safety; Member states; Risk analysis (engineering); Data science; European union; Business; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003478794,0.0001671418,0.0003080184,0.000009158895,0.0003127508,0.000008815798,0.0001174615,0.0003866422,0.0006931531],"category_scores_gemma":[0.0000176963,0.00006968751,0.0001150822,0.0001503057,0.000382571,0.0002150319,0.0001022005,0.000168392,0.00000261258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004893449,"about_ca_system_score_gemma":0.00001211687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007178428,"about_ca_topic_score_gemma":0.00002568084,"domain_scores_codex":[0.9987064,0.0001582432,0.0003196511,0.0002452655,0.0000863395,0.000484121],"domain_scores_gemma":[0.9985097,0.001035847,0.000153187,0.00004661835,0.00007337552,0.0001812731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002303835,0.0003305545,0.01025875,0.00001773458,0.000102381,4.446633e-7,0.0001416396,0.00006526549,0.9599488,0.009952628,0.00312811,0.01582331],"study_design_scores_gemma":[0.0005920501,0.0001799955,0.8376923,0.000008285561,0.0001036197,0.00003753892,0.0003049777,0.0001195815,0.02408989,0.0003940586,0.1362246,0.0002531321],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953304,0.0003876649,0.0000909368,0.003049543,0.0004701974,0.0004245023,0.00009683615,0.00004069718,0.0001092575],"genre_scores_gemma":[0.9970713,0.0000915817,0.0006276838,0.0006963449,0.0005482928,0.00005868278,0.0001324431,0.000001673803,0.00077198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9358589,"threshold_uncertainty_score":0.758954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05831102350092572,"score_gpt":0.3326798669406993,"score_spread":0.2743688434397736,"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."}}