{"id":"W2955927673","doi":"10.1002/etc.4468","title":"ET&amp;C Best Paper of 2018","year":2019,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioaccumulation; Aquatic environment; Ecology; Toxicology; Mathematics; Philosophy; Environmental chemistry; Chemistry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001128772,0.0008477253,0.0008958746,0.001689341,0.001594522,0.009188375,0.001828285,0.003634408,0.7988974],"category_scores_gemma":[0.00610871,0.0004053494,0.0009467752,0.00126524,0.0008427306,0.003259858,0.002791053,0.003085104,0.7219831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796585,"about_ca_system_score_gemma":0.002873734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002161049,"about_ca_topic_score_gemma":0.003096377,"domain_scores_codex":[0.9986753,0.00009924033,0.0000759628,0.000252032,0.0006780966,0.0002193623],"domain_scores_gemma":[0.9967493,0.0003299692,0.0001542291,0.0003341436,0.001384306,0.001048132],"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":[0.00003993922,0.00002331037,0.00008498869,0.0001205375,0.000004300949,0.00008071886,0.00001164376,0.00004847875,0.0001999858,0.00241878,0.9201213,0.07684594],"study_design_scores_gemma":[0.000003828016,0.000005486376,0.0000712078,0.00003917421,6.844397e-7,0.00003220681,0.000006495876,0.00002046549,0.00005269722,0.0002883479,0.9994772,0.000002174535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004820237,0.004750355,0.001197427,0.01232159,0.07047945,0.0002653152,0.003984048,0.001550886,0.9049689],"genre_scores_gemma":[0.001177141,0.001801402,0.0003681557,0.001705646,0.004422035,0.00004279577,0.001382362,0.0004346842,0.9886657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7988974,"threshold_uncertainty_score":0.2868484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006090785910756327,"score_gpt":0.2089230332400035,"score_spread":0.2028322473292472,"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."}}