{"id":"W2060416603","doi":"10.5194/hess-15-1483-2011","title":"Uncertainty in the impacts of projected climate change on the hydrology of a subarctic environment: Liard River Basin","year":2011,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Environmental science; Subarctic climate; Climate change; Precipitation; Streamflow; Global warming; Hydrology (agriculture); Climatology; Discharge; Spring (device); Climate model; Drainage basin; Geology; Oceanography; Geography; Meteorology","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":[0.001871708,0.0001299114,0.0002594197,0.0001317867,0.0002214537,0.00001064401,0.000340777,0.00009573813,0.0005894401],"category_scores_gemma":[0.00002450875,0.00006357543,0.00004415218,0.0002913704,0.001257524,0.0001149942,0.0000232977,0.0001272588,0.00004447493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001689311,"about_ca_system_score_gemma":0.00001873136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200771,"about_ca_topic_score_gemma":0.009421199,"domain_scores_codex":[0.9983202,0.0005481209,0.0002794252,0.0002546147,0.0002112379,0.0003863568],"domain_scores_gemma":[0.999077,0.0004793346,0.0001910993,0.0001990474,0.00001091953,0.00004263529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001562728,0.00003333711,0.9825336,0.00008287856,0.00000920983,0.00001544443,0.01512303,0.0001057202,0.00006303803,0.001103856,0.000009203994,0.0007644174],"study_design_scores_gemma":[0.0002419565,0.001141276,0.9840851,0.00007066294,0.00001961172,0.00008164271,0.002858201,0.01095209,0.00009087787,0.0002352906,0.0001270761,0.00009618421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937584,0.0004611308,3.536527e-7,0.0005168957,0.000110083,0.0003766675,0.0001838729,0.000006900981,0.00458574],"genre_scores_gemma":[0.9990969,0.0003844479,0.000008830122,0.0004451684,0.00003507363,0.000008242711,0.00001700393,0.000001580557,0.000002697835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01226483,"threshold_uncertainty_score":0.9945714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07055314630799026,"score_gpt":0.2295403992733007,"score_spread":0.1589872529653104,"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."}}