{"id":"W2884030422","doi":"10.25316/ir-625","title":"Case study analysis on the impacts of surface water allocations for hydraulic fracturing on surface water availability of the upper Athabasca River","year":2018,"lang":"en","type":"article","venue":"VIURRSpace (Vancouver Island University)","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal Roads University","keywords":"Hydraulic fracturing; Surface water; Environmental science; Hydrology (agriculture); Petroleum engineering; Geology; Water resource management; Geotechnical engineering; Environmental engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0008130578,0.0003420015,0.0001977731,0.0008360911,0.001431605,0.0009365433,0.0007686426,0.0005826564,0.001600133],"category_scores_gemma":[0.001669188,0.0001479866,0.0003782043,0.001510654,0.000718297,0.000349172,0.0005169646,0.0003375487,0.00008104311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006375995,"about_ca_system_score_gemma":0.003711891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5131159,"about_ca_topic_score_gemma":0.7370047,"domain_scores_codex":[0.9990917,0.0002792013,0.00002283621,0.00005526755,0.0003451216,0.0002057371],"domain_scores_gemma":[0.9988118,0.0006233256,0.000108592,0.00006917576,0.0002589841,0.000128088],"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":[0.001355348,0.001187214,0.4214008,0.0002985286,0.0002543386,0.01757637,0.003140398,0.4382975,0.02855071,0.01196516,0.006445566,0.0695281],"study_design_scores_gemma":[0.0002454052,0.001414987,0.5675414,0.00008980171,0.0003641174,0.002477196,0.03773295,0.3466115,0.02415543,0.003402339,0.01574098,0.0002239364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908694,0.00003611925,0.0009676038,0.0001198362,0.000003684226,0.0000614483,0.0003127225,0.00002837396,0.007600802],"genre_scores_gemma":[0.9977604,0.00003932676,0.00121821,0.00001109539,0.000001153452,0.00001813077,0.00011173,0.00000271951,0.0008372021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4868841,"threshold_uncertainty_score":0.979503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008519078618453623,"score_gpt":0.1990983095134484,"score_spread":0.1905792308949948,"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."}}