{"id":"W2264839439","doi":"10.1016/j.envpol.2016.01.074","title":"Predicting chronic copper and nickel reproductive toxicity to Daphnia pulex-pulicaria from whole-animal metabolic profiles","year":2016,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; York University; Laurentian University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Daphnia pulex; Toxicity; Copper; Daphnia; Biology; Branchiopoda; Cladocera; Pulex; Environmental chemistry; Nickel; Reproductive toxicity; Heavy metals; Toxicology; Zoology; Chemistry; Crustacean; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0003296142,0.0003811972,0.000350338,0.00006611724,0.0004613682,0.00002638336,0.000282756,0.0002740635,0.004802803],"category_scores_gemma":[0.00006719748,0.000311709,0.00008729875,0.0001447034,0.0009612137,0.0005922985,0.0008376663,0.0002295039,0.003896926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009673945,"about_ca_system_score_gemma":0.000009139235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000117362,"about_ca_topic_score_gemma":0.0001735788,"domain_scores_codex":[0.9970519,0.0002128566,0.0004126094,0.001296724,0.0003447486,0.0006811785],"domain_scores_gemma":[0.9988916,0.00006853239,0.0001675312,0.0005488841,9.409642e-7,0.0003225055],"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":[0.0001230278,0.0001715443,0.1837685,0.000001458377,0.00004158183,0.000005407715,0.0002021457,0.00006809913,0.8067431,0.00003878397,0.001501029,0.007335355],"study_design_scores_gemma":[0.0007782885,0.0005090438,0.7288453,0.00001574504,0.0000558163,0.0000248631,0.0001192996,0.00005791067,0.2562751,0.0003417912,0.01260324,0.0003735842],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936319,0.0003430155,0.0001732576,0.00294214,0.00024451,0.0007864123,0.0003933722,0.00008432636,0.001401085],"genre_scores_gemma":[0.9949912,0.0001511681,0.0008277216,0.0007880128,0.0003357283,0.0001545915,0.00004013671,0.00004399537,0.002667458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5504679,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00782645543862639,"score_gpt":0.2131005148851813,"score_spread":0.2052740594465549,"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."}}