{"id":"W3164656963","doi":"10.1016/j.watres.2021.117274","title":"Ecotoxicological risk assessment of metal cocktails based on maximum cumulative ratio during multi-generational exposures","year":2021,"lang":"en","type":"article","venue":"Water Research","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"National Major Science and Technology Projects of China","keywords":"Daphnia magna; Cadmium; Environmental chemistry; Daphnia; Ecotoxicology; Population; Branchiopoda; Cumulative effects; Toxicology; Environmental science; Biology; Aquatic ecosystem; Pollutant; Cladocera; Ecology; Crustacean; Chemistry; Toxicity; Environmental health","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":[0.0007143949,0.0005225067,0.0003556206,0.0007656869,0.0002645146,0.0005407739,0.00029512,0.0005064737,0.001120999],"category_scores_gemma":[0.000683619,0.0002227973,0.0005603381,0.0003456112,0.0001567278,0.0002381379,0.0006120664,0.000260175,0.0002324114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003492136,"about_ca_system_score_gemma":0.0003001307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114826,"about_ca_topic_score_gemma":0.001737955,"domain_scores_codex":[0.9995461,0.00009374967,0.00002823821,0.00008284378,0.0001899752,0.00005905397],"domain_scores_gemma":[0.9996065,0.00006387835,0.0001438811,0.00003173446,0.0001280603,0.00002597864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001287196,0.000146797,0.01568663,0.0002024039,0.0001703809,0.0001779832,0.00008993817,0.01090819,0.9410837,0.0002426294,0.0002084204,0.02979563],"study_design_scores_gemma":[0.00002402405,0.004004613,0.04754457,0.00004237802,0.0005359232,0.0005554934,0.0002129189,0.02769666,0.9157513,0.0003214366,0.003255672,0.00005505246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868726,0.001315793,0.009114156,0.00004919601,0.00001449309,0.00006644594,0.0003202251,0.00007858688,0.002168658],"genre_scores_gemma":[0.9921216,0.000784622,0.004733092,0.0000268017,0.000003619023,0.0000433903,0.0002211794,0.00001153324,0.002054282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00114826,"threshold_uncertainty_score":0.0037781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07963330735735878,"score_gpt":0.368737364484279,"score_spread":0.2891040571269202,"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."}}