{"id":"W4311814892","doi":"10.1002/hyp.14772","title":"A comprehensive ecological flow calculation for a small hydropower development river: A case study","year":2022,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Hydropower; Environmental science; Base flow; Watershed; Hydrology (agriculture); Surface runoff; Flood myth; Streamflow; Drainage basin; Small hydro; Ecology; Geography; Geology","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":[0.001055349,0.0005717711,0.0005494978,0.002080296,0.0008676721,0.001006645,0.0007838028,0.0007436727,0.001662372],"category_scores_gemma":[0.001663431,0.0003536477,0.0007709599,0.00215929,0.0005216142,0.001141648,0.0006767971,0.0003657493,0.0001325641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321422,"about_ca_system_score_gemma":0.0014049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02135013,"about_ca_topic_score_gemma":0.01832184,"domain_scores_codex":[0.9996289,0.0001261408,0.00003360025,0.0000683202,0.0001072858,0.00003577011],"domain_scores_gemma":[0.9993045,0.0003230418,0.00005427189,0.00006610304,0.0001864957,0.00006543106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000144458,0.0003723474,0.05130756,0.0002240675,0.00007868523,0.004347154,0.0007356679,0.824914,0.006462296,0.008195874,0.001982997,0.101235],"study_design_scores_gemma":[0.0000236856,0.00007901323,0.007925738,0.00001463549,0.00002523801,0.0002001176,0.000419964,0.9868286,0.001531611,0.001600413,0.001319527,0.0000314378],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590977,0.0001495915,0.1358023,0.0002718393,0.00001975877,0.0002571284,0.0004613781,0.0003350978,0.003605237],"genre_scores_gemma":[0.9519594,0.0001789263,0.0455957,0.00001287161,0.00000792325,0.0001249717,0.0002726508,0.00002454992,0.00182296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02135013,"threshold_uncertainty_score":0.04245174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903955060711996,"score_gpt":0.2612243165293786,"score_spread":0.2221847659222587,"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."}}