{"id":"W2973796775","doi":"10.1016/j.envpol.2019.113060","title":"Cell-based data to predict the toxicity of chemicals to fish. Commentary on the manuscript by Rodrigues et al., 2019. Cell-based assays seem not to accurately predict fish short-term toxicity of pesticides. Environmental Pollution 252:476–482","year":2019,"lang":"en","type":"letter","venue":"Environmental Pollution","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of the Fraser Valley; University of Waterloo","funders":"European Chemical Industry Council","keywords":"Nitrospira; Nitrite; Denitrifying bacteria; Chemistry; Wastewater; Chemical oxygen demand; Nitrate; Nitrosomonas; Environmental chemistry; Nuclear chemistry; Food science; Nitrogen; Denitrification; Environmental engineering","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":[0.01287889,0.001008489,0.001590119,0.001159803,0.003595177,0.00386588,0.003425068,0.0534713,0.004210943],"category_scores_gemma":[0.05496,0.001331669,0.001870343,0.001112028,0.004320011,0.004194973,0.001986206,0.05580582,0.008161342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00663014,"about_ca_system_score_gemma":0.006518416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01704814,"about_ca_topic_score_gemma":0.02361314,"domain_scores_codex":[0.9890572,0.003281901,0.002029846,0.001166362,0.003753328,0.0007112421],"domain_scores_gemma":[0.9481124,0.03212625,0.002317429,0.001254126,0.01355427,0.002635571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001262259,0.00002853942,0.0003929804,0.00008042464,0.00001825815,0.000434307,0.00007689895,0.00005401716,0.0002657887,0.0009625955,0.9889544,0.008605632],"study_design_scores_gemma":[0.0001826408,0.0001520418,0.002034853,0.0004892729,0.00006041414,0.0007796143,0.0003273088,0.0004662803,0.0009781454,0.008382179,0.9860218,0.0001253888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000158329,0.002289884,0.000135516,0.9601009,0.03618347,0.00001078905,0.0001528109,0.0000261251,0.0009423145],"genre_scores_gemma":[0.001619468,0.001451662,0.0002277944,0.9640549,0.02936918,0.00003568649,0.00007946086,0.00002070728,0.003141211],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0534713,"threshold_uncertainty_score":0.06811094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02791567291875941,"score_gpt":0.2406367052180055,"score_spread":0.2127210322992461,"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."}}