{"id":"W2024092293","doi":"10.2166/wst.2007.582","title":"An ecosystem modelling approach for deriving water quality criteria","year":2007,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Ecosystem; Environmental science; Ecosystem model; Aquatic ecosystem; Freshwater ecosystem; Set (abstract data type); Ecology; Lake ecosystem; Quality (philosophy); Environmental resource management; Computer science; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007412855,0.0009301347,0.0006373883,0.0008642264,0.000411631,0.0006365487,0.00113593,0.0009880193,0.001094931],"category_scores_gemma":[0.001927085,0.0003357972,0.001061725,0.0008585042,0.0001999422,0.0009534872,0.001019834,0.0009603675,0.0001814081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006705952,"about_ca_system_score_gemma":0.001256343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004693779,"about_ca_topic_score_gemma":0.005525184,"domain_scores_codex":[0.9996551,0.0001341406,0.00003744254,0.00004521233,0.00009554251,0.00003253632],"domain_scores_gemma":[0.9995981,0.0001811737,0.00005885806,0.00002969807,0.000110932,0.00002123373],"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":[0.00001206048,0.0000359299,0.00223218,0.0001072043,0.0001412422,0.000156997,0.0000443703,0.9560371,0.003710162,0.01916179,0.0004304132,0.01793059],"study_design_scores_gemma":[0.000006775874,0.00003303344,0.000516137,0.00001273985,0.00004223459,0.00007008791,0.00001544958,0.9840379,0.0008255016,0.01237215,0.002054424,0.00001357273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0153337,0.0001894236,0.9804803,0.0002300261,0.00003307072,0.00007128446,0.0003029478,0.0001671448,0.003192077],"genre_scores_gemma":[0.5068793,0.00108436,0.4865881,0.0001859951,0.00005616969,0.0009989571,0.0007297568,0.00009569843,0.003381545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004693779,"threshold_uncertainty_score":0.009332895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02645765270698385,"score_gpt":0.2901442706551041,"score_spread":0.2636866179481202,"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."}}