{"id":"W3109630103","doi":"10.1016/j.ejrh.2020.100754","title":"18O and 2H in streamflow across Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Hydrology Regional Studies","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary; University of Victoria","funders":"Innotech Alberta; Environment and Climate Change Canada","keywords":"Streamflow; δ18O; Tributary; Precipitation; Snow; Hydrology (agriculture); Environmental science; Permafrost; Arctic; Drainage basin; Meteoric water; Physical geography; Stable isotope ratio; Climatology; Geology; Groundwater; Geography; Oceanography; Meteorology; 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":[0.0001227112,0.0000743218,0.000228388,0.000008832044,0.00006670973,0.000008092132,0.00009688807,0.00002945111,0.00004040137],"category_scores_gemma":[0.00005240862,0.00005227063,0.00002549113,0.00005847128,0.00009977504,0.00007195961,0.00001612545,0.000162261,0.000001828424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006294931,"about_ca_system_score_gemma":0.00007063831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03835522,"about_ca_topic_score_gemma":0.4455464,"domain_scores_codex":[0.999369,0.00002818679,0.000208232,0.00009066389,0.0001359497,0.0001680252],"domain_scores_gemma":[0.9996432,0.0001043329,0.00009276609,0.00002740982,0.00004391555,0.00008834522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001044655,0.000004751786,0.9903725,0.00001783721,0.00007901792,0.0003216443,0.0007961003,0.0007121502,0.0000291339,0.000002310184,0.005640089,0.001919967],"study_design_scores_gemma":[0.0009374688,0.0003818067,0.9558792,0.00002498298,0.00001991737,0.0008333852,0.003855942,0.0007196015,0.0001102116,0.0005412858,0.03654161,0.0001545956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771473,0.008420493,0.000001386274,0.01415026,0.00008356866,0.00001785645,0.000008261528,0.000001584985,0.0001693256],"genre_scores_gemma":[0.9970967,0.0007439472,0.00004375427,0.001935272,0.0001539819,1.110056e-7,0.000002265572,9.605184e-7,0.00002306764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4071912,"threshold_uncertainty_score":0.9680485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420411859028554,"score_gpt":0.2425080264960649,"score_spread":0.2083039079057794,"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."}}