{"id":"W3080978229","doi":"","title":"Changing Cold Regions: Addressing Atmospheric, Cryospheric, Ecological and Hydrological Change in the Saskatchewan and Mackenzie River Basins, Canada","year":2013,"lang":"en","type":"article","venue":"AGU Spring Meeting Abstracts","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Drainage basin; Physical geography; Environmental science; Climate change; Geography; Ecology; Hydrology (agriculture); Oceanography; Geology; Cartography","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0007648829,0.0003089902,0.0003267042,0.000944381,0.003510766,0.001897253,0.001624168,0.0007219253,0.001924568],"category_scores_gemma":[0.00164467,0.0002592521,0.0004610966,0.002814155,0.001115661,0.0008684078,0.001794321,0.0008627943,0.0001438664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04842687,"about_ca_system_score_gemma":0.09792225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9980198,"about_ca_topic_score_gemma":0.9995807,"domain_scores_codex":[0.9995288,0.00006553243,0.000025221,0.00006776202,0.00008674726,0.0002259958],"domain_scores_gemma":[0.9988168,0.0001169585,0.000119739,0.00003592936,0.0005139938,0.0003965218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001980363,0.0001260271,0.9327903,0.0002106211,0.0003845113,0.0004962099,0.004330303,0.006514783,0.001780486,0.002191827,0.01226128,0.03871544],"study_design_scores_gemma":[0.00002252949,0.00001616182,0.9818703,0.00007539654,0.00008205764,0.00004249201,0.01021456,0.002281299,0.0002914984,0.0003483885,0.004724828,0.00003043044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872519,0.0009434191,0.0002258551,0.004455364,0.00002833302,0.00007017802,0.002596881,0.00001977665,0.004408241],"genre_scores_gemma":[0.9937895,0.0009624997,0.0005794259,0.0006019479,0.00001104727,0.00004375019,0.0007309655,0.00001071078,0.003270235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04842687,"threshold_uncertainty_score":0.3513632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03595184363276235,"score_gpt":0.2239972819584603,"score_spread":0.1880454383256979,"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."}}