{"id":"W3157796038","doi":"10.1289/ehp7722","title":"Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database","year":2021,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Medical Research Council; Medical Research Council; Nanyang Technological University","keywords":"Library science; China; Engineering; Sociology; Geography; Archaeology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009616878,0.0004028847,0.0004375987,0.00006057354,0.001142276,0.0000658256,0.0001861439,0.0001165176,0.002837077],"category_scores_gemma":[0.0001430276,0.0004566412,0.0001022261,0.0001801971,0.0006976727,0.0003859607,0.0005025954,0.0006849391,0.0001930055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164577,"about_ca_system_score_gemma":0.00006486549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004481225,"about_ca_topic_score_gemma":0.0001326516,"domain_scores_codex":[0.9955918,0.0007246256,0.0005598141,0.001578142,0.0006616436,0.0008839677],"domain_scores_gemma":[0.9983122,0.0002125704,0.0002983914,0.0006133394,0.0000033663,0.0005600874],"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":[0.0000927891,0.001957084,0.2238627,0.0001580793,0.00007018773,0.000240768,0.01674053,0.0004858918,0.7246869,0.000189351,0.0003317431,0.03118401],"study_design_scores_gemma":[0.01681637,0.001102477,0.7742539,0.0006000827,0.0001957455,0.0003818597,0.05518805,0.01729177,0.1192538,0.001121375,0.009787624,0.004006961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933146,0.00199767,0.001898476,0.001079491,0.00005927868,0.0006753003,0.0001416462,0.00009058431,0.0007429881],"genre_scores_gemma":[0.9786475,0.0008470109,0.01827364,0.001657888,0.0001520036,0.0000857511,0.0001335671,0.00007049585,0.000132139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6054331,"threshold_uncertainty_score":0.9997885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454877452526879,"score_gpt":0.286184629888329,"score_spread":0.2716358553630602,"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."}}