{"id":"W1993363885","doi":"10.1016/j.scitotenv.2008.12.065","title":"Arsenic speciation in the freshwater crayfish, Cherax destructor Clark","year":2009,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"Electric Power Research Institute","keywords":"Crayfish; Genetic algorithm; Destructor; Decapoda; Ecology; Biology; Crustacean; Fishery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001114769,0.00009652812,0.0000729142,0.0000228051,0.0002791654,0.000031455,0.0008151318,0.00002808976,0.0007758274],"category_scores_gemma":[0.00004314829,0.0000462718,0.00005791645,0.0003042316,0.0008879371,0.0002408003,0.0001676753,0.0001375296,0.0001392122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693602,"about_ca_system_score_gemma":0.0000139552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000664682,"about_ca_topic_score_gemma":0.00003521049,"domain_scores_codex":[0.9984587,0.000109229,0.0002103096,0.0002141487,0.0007795225,0.00022812],"domain_scores_gemma":[0.9993013,0.00003532381,0.0001261486,0.0005031346,0.00000258341,0.00003146992],"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":[0.00004120283,0.000433822,0.003120397,0.00000346549,0.000008565147,0.000002885954,0.02134366,0.06089085,0.8544958,0.004764353,0.001711016,0.05318394],"study_design_scores_gemma":[0.0002323196,0.00006255096,0.9647588,0.000007575259,0.00001121646,0.00001226173,0.0006643239,0.004296058,0.02464615,0.00426187,0.0009388563,0.0001080232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986775,0.00001086776,0.00003329096,0.006409469,0.0001021312,0.0003353903,0.000002166125,0.000005651634,0.006325974],"genre_scores_gemma":[0.9982334,0.00001142565,0.000209722,0.000283341,0.00002755524,0.000007397754,7.334758e-7,0.000003057381,0.001223411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9616384,"threshold_uncertainty_score":0.8494766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007371364817584429,"score_gpt":0.1994799675246395,"score_spread":0.192108602707055,"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."}}