{"id":"W3184037622","doi":"10.1111/gwat.13124","title":"Too Many Streams and Not Enough Time or Money? Analytical Depletion Functions for Streamflow Depletion Estimates","year":2021,"lang":"en","type":"article","venue":"Ground Water","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"STREAMS; Streamflow; Hydrology (agriculture); Environmental science; Stream flow; Geology; Geography; Computer science; Geotechnical engineering; Drainage basin","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001505675,0.0001649409,0.0001941605,0.00006824823,0.00009922333,0.0001297407,0.00004609715,0.000111984,0.0002387591],"category_scores_gemma":[0.00007263032,0.0001254227,0.0000639541,0.0000919999,0.00001851541,0.0001831721,0.00002403907,0.00009643694,0.00005127873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004958275,"about_ca_system_score_gemma":0.000008124506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034854,"about_ca_topic_score_gemma":0.00000496024,"domain_scores_codex":[0.9991571,0.0000230984,0.0002092275,0.0002195355,0.0001172161,0.0002738552],"domain_scores_gemma":[0.9994707,0.000169653,0.000009614929,0.0001951215,0.00006655411,0.00008839253],"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":[0.0001011976,0.0000467538,0.001009,0.000277223,0.0001860899,0.00002336608,0.0002479227,0.9639409,0.0230236,0.0003999883,0.002082586,0.008661368],"study_design_scores_gemma":[0.0005774513,0.00004974105,0.002327211,0.00001825429,0.00007033517,0.00002792126,0.00003311995,0.9756424,0.01016981,0.0002686845,0.01060246,0.0002125501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6652004,0.00006698291,0.3337418,0.0002243459,0.0001867797,0.0001168851,0.00003012246,0.0002391276,0.0001935898],"genre_scores_gemma":[0.9475134,0.00003898154,0.04625903,0.00004190967,0.0002280714,0.00006023391,0.0004719884,0.00006277917,0.005323612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2874827,"threshold_uncertainty_score":0.5114591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337611479448209,"score_gpt":0.2621926224947146,"score_spread":0.2388165077002325,"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."}}