{"id":"W3089029293","doi":"10.3390/hydrology7040070","title":"Integrated Surface Water and Groundwater Analysis under the Effects of Climate Change, Hydraulic Fracturing and its Associated Activities: A Case Study from Northwestern Alberta, Canada","year":2020,"lang":"en","type":"article","venue":"Hydrology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; Wilfrid Laurier University","funders":"","keywords":"Groundwater; Environmental science; Hydrology (agriculture); Surface water; Precipitation; Groundwater discharge; Climate change; Groundwater flow; Representative Concentration Pathways; Hydraulic fracturing; Water resources; Climate model; Geology; Aquifer; Petroleum engineering; Environmental engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001372072,0.0002107828,0.0004098941,0.0000291624,0.0002449089,0.0000162092,0.0001188486,0.00007722407,0.0001160099],"category_scores_gemma":[0.00001196928,0.0001265675,0.00003564409,0.000165054,0.000154653,0.0001396081,0.0005021475,0.0001685609,0.000006652599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004557501,"about_ca_system_score_gemma":0.000003337243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8230088,"about_ca_topic_score_gemma":0.9462936,"domain_scores_codex":[0.9985861,0.0003050738,0.000204338,0.0004142788,0.0001258713,0.0003643182],"domain_scores_gemma":[0.999308,0.0003793453,0.00008650935,0.0001453885,0.000004702219,0.0000759956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007349202,0.0001167651,0.9624722,0.00002467663,0.001805918,0.0008350487,0.03132788,0.002568461,0.0006189834,0.000001034179,0.00002736351,0.000128143],"study_design_scores_gemma":[0.003519623,0.001580216,0.9231808,0.00001884482,0.005167048,0.00007347448,0.01452758,0.04612957,0.004034038,0.00008892534,0.0007737785,0.0009061149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974927,0.00006960693,0.00001067614,0.001856346,0.00005845123,0.0004144619,0.000009324565,0.00001611581,0.00007228899],"genre_scores_gemma":[0.9972704,0.00006370484,0.000002188983,0.002546913,0.00001259382,0.00003156375,0.00002050425,0.00001183233,0.00004031087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1232848,"threshold_uncertainty_score":0.5161275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044262616507225,"score_gpt":0.2058244512151812,"score_spread":0.195381825050109,"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."}}