{"id":"W4321490165","doi":"10.5194/egusphere-egu23-4013","title":"Strategies for karst groundwater flow characterization in remote, mountainous, snowmelt-dominated catchments","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Karst Systems and Hydrogeology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geoscience BC","funders":"","keywords":"Snowmelt; Karst; Hydrology (agriculture); Groundwater recharge; Aquifer; Groundwater; Geology; Spring (device); Surface runoff; Groundwater flow; Snow; Environmental science; Streamflow; Geomorphology; Drainage basin; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005882384,0.0005775705,0.0005083314,0.003146195,0.0004873765,0.001386053,0.0005996882,0.0003290285,0.001375217],"category_scores_gemma":[0.001488972,0.00020016,0.0003711998,0.002154489,0.0002651406,0.0006408252,0.0009098536,0.0002684043,0.0003451726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000517635,"about_ca_system_score_gemma":0.001181618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04786989,"about_ca_topic_score_gemma":0.1027632,"domain_scores_codex":[0.9997808,0.00003579626,0.00001679304,0.00006660635,0.00003870728,0.00006119427],"domain_scores_gemma":[0.999582,0.0001256097,0.00009840659,0.00002639784,0.0001068792,0.0000606959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004177035,0.0005498732,0.3766361,0.0002858295,0.0001437847,0.0005153082,0.002038319,0.05264786,0.08356614,0.001724149,0.002124107,0.4793508],"study_design_scores_gemma":[0.00005770974,0.000226642,0.4481906,0.00005743894,0.00007855144,0.0001378663,0.002442397,0.531032,0.01172273,0.002566674,0.003409392,0.00007799079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8088488,0.0004817493,0.1832186,0.0002907062,0.00001660143,0.0004209011,0.001873572,0.001498013,0.003351133],"genre_scores_gemma":[0.913448,0.0001932178,0.08352552,0.00005083158,0.00002303977,0.0001447815,0.001508293,0.00007675192,0.001029428],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04786989,"threshold_uncertainty_score":0.09518254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02861412356999092,"score_gpt":0.2527436627922267,"score_spread":0.2241295392222357,"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."}}