{"id":"W2775179387","doi":"10.1039/c7em00510e","title":"Fate and exposure modeling in regulatory chemical evaluation: new directions from retrospection","year":2017,"lang":"en","type":"article","venue":"Environmental Science Processes & Impacts","topic":"Pesticide Exposure and Toxicity","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Environment and Climate Change Canada","funders":"","keywords":"Computational biology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0411422,0.001424147,0.001847303,0.003062978,0.00155294,0.01045512,0.003492933,0.005654182,0.002494183],"category_scores_gemma":[0.02169267,0.0007343377,0.001543047,0.002497407,0.01613144,0.02417263,0.00738077,0.01176594,0.0007910478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006033808,"about_ca_system_score_gemma":0.005676197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006616434,"about_ca_topic_score_gemma":0.007892922,"domain_scores_codex":[0.989253,0.007674353,0.0006152714,0.000622562,0.001610437,0.0002244474],"domain_scores_gemma":[0.9650558,0.02528704,0.001436448,0.003153043,0.004111336,0.0009564803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009815446,0.0001884964,0.003945246,0.001701549,0.0001345986,0.0001944558,0.001884213,0.02629999,0.0007579247,0.8129706,0.01113542,0.1406894],"study_design_scores_gemma":[0.00002599385,0.0001336977,0.0009298247,0.001893298,0.00005558014,0.0002134487,0.002381375,0.0301724,0.0006312761,0.8130153,0.1504514,0.00009649657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01439118,0.2919894,0.3555743,0.3077891,0.005607936,0.0001014159,0.0002034073,0.0003023743,0.02404091],"genre_scores_gemma":[0.4178514,0.273967,0.2462992,0.03996809,0.0103451,0.0004457593,0.0001884721,0.0003033293,0.01063168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0411422,"threshold_uncertainty_score":0.2175834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164466638079023,"score_gpt":0.2519875584517536,"score_spread":0.2203428920709634,"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."}}