{"id":"W4400809750","doi":"10.3390/w16142045","title":"The Impact of the Three Gorges Reservoir Operations on Hydraulic Characteristics in the Backwater Region: A Comprehensive 2D Modeling Study","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Drawdown (hydrology); Environmental science; Water level; Hydrology (agriculture); Channel (broadcasting); Water quality; Three gorges; Eutrophication; Range (aeronautics); Flood myth; Water resources; Flood control; Resource (disambiguation); Groundwater; Ecology; Geology; Engineering; Computer science; Geotechnical engineering; Geography; Aquifer; Nutrient","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":[0.0003072734,0.0006789914,0.0007704502,0.0009740226,0.0006081866,0.001412644,0.0007160317,0.001642271,0.001468478],"category_scores_gemma":[0.0006438351,0.000480091,0.001305047,0.0009107579,0.0007365015,0.0008432103,0.000751195,0.0005415169,0.0001685899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066804,"about_ca_system_score_gemma":0.001289959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0527592,"about_ca_topic_score_gemma":0.02990638,"domain_scores_codex":[0.9998065,0.00004877642,0.00001332034,0.00004685359,0.00002795337,0.00005656005],"domain_scores_gemma":[0.9997459,0.0001171404,0.00003151822,0.00003346455,0.00003108323,0.00004086173],"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":[0.00005242842,0.0001004149,0.01642959,0.00002926888,0.00004585605,0.0002975858,0.00009834425,0.9771799,0.002143428,0.0004267851,0.0003228806,0.002873546],"study_design_scores_gemma":[0.00001470392,0.000027035,0.008351225,0.000005768008,0.00001680464,0.00002969573,0.00009164723,0.9907948,0.000252721,0.0001057119,0.0002889671,0.00002094998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933401,0.00009161214,0.002944526,0.0001485175,0.00001411432,0.00002717049,0.0009009042,0.0001778748,0.002355226],"genre_scores_gemma":[0.9967107,0.0001153372,0.001998558,0.00002414177,0.000007764755,0.00004117191,0.0004872883,0.0000309839,0.0005840649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0527592,"threshold_uncertainty_score":0.1049042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675259019849681,"score_gpt":0.293690432964106,"score_spread":0.2569378427656092,"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."}}