{"id":"W4386293507","doi":"10.21203/rs.3.rs-2402073/v1","title":"Future flow and water temperature scenarios in an impounded drainage basin: Implications for summer flow and temperature management downstream of the dam","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Downstream (manufacturing); Hydrology (agriculture); Drainage; Flow (mathematics); Drainage basin; Structural basin; Geology; Geography; Geotechnical engineering; Mechanics; Geomorphology; Engineering; Ecology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007352337,0.0003200391,0.0003027759,0.0004338812,0.0005668639,0.000969081,0.0006967506,0.0007384638,0.001293658],"category_scores_gemma":[0.001450774,0.000173609,0.0005375894,0.0006747934,0.0004630324,0.0005592019,0.0003919071,0.0004584953,0.00008574434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004127758,"about_ca_system_score_gemma":0.002026015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2992482,"about_ca_topic_score_gemma":0.3191924,"domain_scores_codex":[0.9997835,0.00008520763,0.000009391382,0.0000349021,0.00002298214,0.00006400095],"domain_scores_gemma":[0.9995015,0.0001369052,0.00005969615,0.00002959111,0.0001555374,0.0001168461],"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":[0.0005705,0.0002973386,0.3046586,0.00004474591,0.0001664778,0.0004548804,0.0001232979,0.6823159,0.002459093,0.001194141,0.001717049,0.005997944],"study_design_scores_gemma":[0.0001296229,0.0001654794,0.2683634,0.00002164616,0.0001159781,0.00003349811,0.0007344687,0.7275025,0.00117065,0.0007695749,0.0009494634,0.00004375444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978757,0.00002375829,0.0003656402,0.00019553,0.000007479706,0.00001191676,0.0007574453,0.00002113424,0.0007414124],"genre_scores_gemma":[0.9992613,0.00001865352,0.0002424124,0.00001478229,0.000001680963,0.000008098405,0.00030976,0.000002211136,0.000141108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2992482,"threshold_uncertainty_score":0.5950128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03387907084474327,"score_gpt":0.3259507554030025,"score_spread":0.2920716845582592,"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."}}