{"id":"W4283319711","doi":"10.1038/s41561-022-00953-y","title":"High Mountain Asia hydropower systems threatened by climate-driven landscape instability","year":2022,"lang":"en","type":"article","venue":"Nature Geoscience","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":278,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; National Natural Science Foundation of China; Natural Sciences and Engineering Research Council of Canada; Ministry of Education, India; European Commission; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; International Centre for Integrated Mountain Development; National Science Foundation","keywords":"Hydropower; Climate change; Glacial period; Permafrost; Environmental science; Global warming; Glacier; Threatened species; Earth science; Debris; Landslide; Geology; Physical geography; Hydrology (agriculture); Geography; Geomorphology; Habitat; Ecology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000301597,0.0001214736,0.0001623034,0.0006827764,0.0008175323,0.001185866,0.0002873495,0.0002255488,0.002830758],"category_scores_gemma":[0.0007410778,0.00009973402,0.0001350649,0.001032404,0.0006381977,0.0006513763,0.001090812,0.000269791,0.0001177745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043512,"about_ca_system_score_gemma":0.001032745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114325,"about_ca_topic_score_gemma":0.02435192,"domain_scores_codex":[0.9998204,0.0000338314,0.00001284616,0.00001943326,0.00003290599,0.00008056906],"domain_scores_gemma":[0.999272,0.00006427268,0.0002824909,0.00007089467,0.000101062,0.0002092957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001870102,0.00004938999,0.964298,0.00007383635,0.0001507558,0.001937143,0.001674985,0.005828391,0.004833895,0.00518376,0.001484285,0.01429858],"study_design_scores_gemma":[0.00001547911,0.0001597154,0.9769394,0.00002646463,0.00005595001,0.0007771309,0.007118088,0.005978853,0.001001975,0.002664888,0.005248556,0.00001360245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953046,0.00003008184,0.0001718682,0.00009334125,0.000002967411,0.000007183728,0.0001499479,0.000009529945,0.00423062],"genre_scores_gemma":[0.9995762,0.00001806011,0.0000628831,0.00001547213,0.000001404412,0.000002551783,0.0000647588,9.030855e-7,0.0002578448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114325,"threshold_uncertainty_score":0.0227319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006543800602903194,"score_gpt":0.2063033315911728,"score_spread":0.1997595309882696,"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."}}