{"id":"W4200328988","doi":"10.1016/j.ejrh.2021.100981","title":"Changes in geographical runoff generation in regions affected by climate and resource development: A case study of the Athabasca River","year":2021,"lang":"en","type":"article","venue":"Journal of Hydrology Regional Studies","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of New Brunswick; University of Alberta; University of Victoria","funders":"Environment and Climate Change Canada","keywords":"Surface runoff; Structural basin; Oil sands; Climate change; Environmental science; Hydrology (agriculture); Drainage basin; Resource (disambiguation); Streamflow; Physical geography; Geology; Geography; Ecology; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005822227,0.0001243072,0.0003363068,0.0001091843,0.0002448522,0.000003828004,0.0001084766,0.00006348376,0.000007850243],"category_scores_gemma":[0.00006735921,0.00008391638,0.00003928099,0.0003255055,0.0005685036,0.00007110109,0.0004607098,0.0002255479,7.114933e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005069067,"about_ca_system_score_gemma":0.000006261503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001500638,"about_ca_topic_score_gemma":0.02650249,"domain_scores_codex":[0.9986447,0.0003830694,0.0003655025,0.0002043421,0.000192639,0.0002097223],"domain_scores_gemma":[0.9995002,0.0001192447,0.0002304182,0.00009969225,0.0000235283,0.00002694916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008806148,0.0007186023,0.9726803,0.00001498495,0.0003183257,0.001880267,0.0192745,0.001126328,0.0005162481,0.00002346838,0.00307445,0.0002844796],"study_design_scores_gemma":[0.003364136,0.0007093184,0.9704571,0.00006611377,0.0001605321,0.003096926,0.01441602,0.0003232949,0.0002468419,0.0003358507,0.006592612,0.0002312514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923664,0.001701162,0.000001716418,0.005687461,0.00005179651,0.0001493176,7.663073e-7,0.000002542731,0.00003889265],"genre_scores_gemma":[0.9982005,0.001272542,0.00006724314,0.0003822078,0.00002043428,0.00001511329,0.000001173491,0.000004635861,0.00003610937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02635242,"threshold_uncertainty_score":0.9912613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593032787329686,"score_gpt":0.252614555860642,"score_spread":0.2266842279873451,"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."}}