{"id":"W2140447252","doi":"10.1897/03-128","title":"Development of a coupled metal speciation-fate model for surface aquatic systems","year":2004,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Toronto","funders":"","keywords":"Genetic algorithm; Environmental chemistry; Aquatic ecosystem; Environmental science; Biology; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002435963,0.0005207277,0.0005376081,0.0002564525,0.0004889172,0.0006903178,0.001337668,0.001035046,0.00168723],"category_scores_gemma":[0.0005505107,0.0003796434,0.0008709631,0.0003374921,0.0003778386,0.000740848,0.001009336,0.0008253566,0.0002705124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009349443,"about_ca_system_score_gemma":0.001625732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02660587,"about_ca_topic_score_gemma":0.01216522,"domain_scores_codex":[0.9998977,0.00001842199,0.000006924023,0.00003022738,0.00002929207,0.00001742131],"domain_scores_gemma":[0.999813,0.00006952613,0.00002059334,0.00001447384,0.00006486286,0.00001752478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001041401,0.00001154059,0.0006235498,0.00001928652,0.00001164984,0.00004285337,0.00001737076,0.9925263,0.002509418,0.002238777,0.0001438107,0.001845042],"study_design_scores_gemma":[0.000003786798,0.000008343482,0.0001067605,0.000001141615,0.000003545196,0.00000727243,0.000003840486,0.9986772,0.0002901565,0.0005291631,0.0003653294,0.000003416272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2616033,0.0002955337,0.7180039,0.0003808297,0.00006914931,0.0002035746,0.001550491,0.0009062639,0.01698689],"genre_scores_gemma":[0.9146072,0.0003334587,0.07401635,0.0001046047,0.00002544228,0.0005613833,0.0008524802,0.0001538545,0.009345287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02660587,"threshold_uncertainty_score":0.05290204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442904541249441,"score_gpt":0.2234061912255341,"score_spread":0.2089771458130397,"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."}}