{"id":"W2070550997","doi":"10.4296/cwrj3302181","title":"Low-Flows in Deterministic Modelling: A Brief Review","year":2008,"lang":"en","type":"review","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Guelph","keywords":"Groundwater flow; Drawdown (hydrology); Flow (mathematics); Riparian zone; Evapotranspiration; Computer science; Groundwater; Hydrology (agriculture); Groundwater model; Representation (politics); Hydrological modelling; Environmental science; MODFLOW; Aquifer; Geology; Mathematics; Geotechnical engineering; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.001491782,0.001425459,0.002251615,0.002965126,0.0004092954,0.00170861,0.001940817,0.001572877,0.004055397],"category_scores_gemma":[0.002413607,0.0007387615,0.0008314945,0.00581276,0.0009101493,0.002928626,0.0009437221,0.001631706,0.002619192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418931,"about_ca_system_score_gemma":0.00255808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006166727,"about_ca_topic_score_gemma":0.005483488,"domain_scores_codex":[0.9995883,0.00009323567,0.00007281367,0.00007806724,0.0001385396,0.00002894754],"domain_scores_gemma":[0.9985392,0.0009690395,0.0001333355,0.00004760754,0.0002617601,0.00004907054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006462662,0.0001113259,0.0003480128,0.03174926,0.0001222725,0.0002800383,0.0001497454,0.00496026,0.000733968,0.02503083,0.03044875,0.9060009],"study_design_scores_gemma":[0.00001656344,0.00007152981,0.0005424416,0.008102573,0.0001305545,0.0004375758,0.00008177129,0.001047583,0.0004059926,0.008263413,0.980858,0.00004205345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001060968,0.9974064,0.0007639091,0.0002178352,0.0002009012,0.000008796,0.0000251406,0.00001258504,0.001258259],"genre_scores_gemma":[0.0007907663,0.9979298,0.0007024503,0.00008689243,0.0001488594,0.00001194424,0.00003626017,0.000003729266,0.0002892478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006166727,"threshold_uncertainty_score":0.01356667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117197194098081,"score_gpt":0.2362160259218265,"score_spread":0.2050440539808457,"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."}}