{"id":"W3154245626","doi":"10.3390/su13084330","title":"Integrated Hydraulic Modelling, Water Quality Modelling and Habitat Assessment for Sustainable Water Management: A Case Study of the Anyang-Cheon Stream, Korea","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habitat; Environmental science; Water quality; Restoration ecology; Environmental resource management; River ecosystem; STREAMS; Ecosystem; Aquatic ecosystem; Water resource management; Stream restoration; Hydrology (agriculture); Ecology; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192087,0.0008785977,0.0005727542,0.0008150697,0.001136351,0.001357254,0.001038605,0.001302613,0.001009982],"category_scores_gemma":[0.001081153,0.0004878406,0.001059033,0.001298462,0.0007288327,0.001224312,0.001289455,0.0007450479,0.0001276555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002053233,"about_ca_system_score_gemma":0.002259448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04901807,"about_ca_topic_score_gemma":0.07351081,"domain_scores_codex":[0.9995097,0.0002189823,0.0000334893,0.0000619401,0.00009052268,0.00008531722],"domain_scores_gemma":[0.9994969,0.0002126478,0.00005385159,0.00004177392,0.00009400351,0.0001007203],"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":[0.0003870793,0.002368598,0.1438566,0.0003627177,0.0001912743,0.01318801,0.001762019,0.7580497,0.006756061,0.004568318,0.002247621,0.06626202],"study_design_scores_gemma":[0.00008421511,0.0005654175,0.03162174,0.00004974433,0.0001076003,0.0004982607,0.003425982,0.9568669,0.002723564,0.001470897,0.00250056,0.00008503328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876789,0.0001749572,0.009461735,0.000327355,0.00001172376,0.0001401656,0.0001442248,0.00005465988,0.002006148],"genre_scores_gemma":[0.9854015,0.0003225222,0.01262405,0.00002612887,0.000007866272,0.00007756486,0.0001381815,0.00001940133,0.001382811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04901807,"threshold_uncertainty_score":0.09746552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704359138924835,"score_gpt":0.2722585424818996,"score_spread":0.2552149510926512,"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."}}