{"id":"W4392108848","doi":"10.3389/fenvc.2024.1345484","title":"Metal bioavailability in aquatic systems— beyond complexation and competition","year":2024,"lang":"en","type":"article","venue":"Frontiers in Environmental Chemistry","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioavailability; Competition (biology); Metal; Aquatic ecosystem; Environmental chemistry; Chemistry; Environmental science; Biochemical engineering; Ecology; Biology; Engineering; Organic chemistry; Pharmacology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003450211,0.0002166553,0.0002577835,0.00005814445,0.00007257009,0.00003306403,0.0001399436,0.0002207785,0.001981481],"category_scores_gemma":[0.0000111327,0.0002347029,0.00004131322,0.0001772055,0.0007653418,0.0002717222,0.0001862523,0.0003289171,0.000172425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035195,"about_ca_system_score_gemma":0.000005069904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005268611,"about_ca_topic_score_gemma":0.00003748154,"domain_scores_codex":[0.9984167,0.00009170251,0.0003625781,0.0006068623,0.0001894513,0.0003326981],"domain_scores_gemma":[0.9996098,0.00005272935,0.00004959308,0.000197797,1.535863e-7,0.0000898882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004183085,0.0003797141,0.8094463,0.0001336787,0.00002338629,0.00009185103,0.0002975361,0.001487513,0.18446,0.00004045661,0.0009942447,0.00260344],"study_design_scores_gemma":[0.002861136,0.0002793156,0.7936389,0.0002088613,0.0001065493,0.0003215468,0.004115564,0.1057706,0.05603585,0.009834262,0.02507861,0.001748756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897315,0.001381236,0.0002730937,0.0001043772,0.0003447249,0.0003147646,0.00003100168,0.00003437485,0.007784931],"genre_scores_gemma":[0.9976874,0.0002189873,0.0007750414,0.00006479828,0.00002758151,0.00007923972,0.00009218819,0.00001976245,0.001035025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1284242,"threshold_uncertainty_score":0.9989309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004659589475488326,"score_gpt":0.1904391679715776,"score_spread":0.1857795784960892,"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."}}