{"id":"W2004982005","doi":"10.1897/06-617.1","title":"Effects of arsenic speciation and low dissolved oxygen condition on the toxicity of arsenic to a lotic mayfly","year":2008,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of New Brunswick; University of Saskatchewan","funders":"","keywords":"Arsenic; Mayfly; Environmental chemistry; Toxicity; Arsenite; Arsenate; Arsenic toxicity; Bioaccumulation; Genetic algorithm; Daphnia magna; Arsenobetaine; Chemistry; Biology; Nymph; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008655339,0.0001072742,0.0001338084,0.00001152682,0.0001051453,0.000002156321,0.00006809257,0.00009420932,0.0007306496],"category_scores_gemma":[0.00004065211,0.00009214223,0.0000327753,0.00004572634,0.0004498711,0.00004948943,0.0000862525,0.00008915681,0.00002106949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008906881,"about_ca_system_score_gemma":0.000004000468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002874117,"about_ca_topic_score_gemma":0.000003925103,"domain_scores_codex":[0.9993064,0.00004220932,0.0001772382,0.0002112819,0.0001453461,0.0001175488],"domain_scores_gemma":[0.9995516,0.0001462591,0.0001176243,0.0001175248,0.000001290967,0.00006569296],"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":[0.00003454246,0.0001710998,0.007853216,0.00002230259,0.00001179834,0.000003603094,0.0004917913,0.00002301537,0.9899892,0.00002286362,0.0002517695,0.00112477],"study_design_scores_gemma":[0.0003236797,0.00009466853,0.389445,0.00001230585,0.00001330092,0.00001293357,0.0001131278,0.00009448484,0.6096388,0.00008227465,0.0001024225,0.00006698576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984714,0.00003200764,0.00004715331,0.0003648665,0.00002463724,0.0002470328,0.00001188954,0.000006621099,0.0007944096],"genre_scores_gemma":[0.9988853,0.00009632557,0.00004142784,0.0003956841,0.00001820772,0.00001962449,0.00001368504,0.000006100714,0.0005236977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3815918,"threshold_uncertainty_score":0.80001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003680338205674557,"score_gpt":0.1802497419036487,"score_spread":0.1765694036979741,"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."}}