{"id":"W2028696476","doi":"10.1029/2011eo080014","title":"Hydroecological Responses to Climate Change in Northern Catchments","year":2011,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Arctic; Watershed; Physical geography; Transect; Permafrost; Geography; Range (aeronautics); Boreal; Environmental science; Climatology; Oceanography; Archaeology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000181095,0.00008716814,0.0001070416,0.00007830738,0.00005491563,0.00001365771,0.0001414996,0.00004905687,0.008196946],"category_scores_gemma":[0.00001789026,0.00006859913,0.00002418105,0.0001402079,0.00001967953,0.0000937179,0.0000203122,0.00006685049,0.003119353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004684289,"about_ca_system_score_gemma":0.0000059617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007529129,"about_ca_topic_score_gemma":0.3569553,"domain_scores_codex":[0.9992201,0.00005167916,0.000120598,0.0001798436,0.00009749713,0.0003302424],"domain_scores_gemma":[0.9996905,0.00004915593,0.00001569441,0.0001198271,0.000009184716,0.0001156289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001162058,0.00002199685,0.9864257,0.000003845681,0.000001233715,0.00007872991,0.002928009,9.580492e-7,0.00002072748,0.000002829315,0.00006219129,0.01033758],"study_design_scores_gemma":[0.0001018389,0.0001686998,0.9975504,0.0000106669,0.000001990543,0.000005264547,0.0001440843,0.00009328632,0.000047518,0.0000412667,0.00173257,0.0001024049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885287,0.00009381815,2.484548e-7,0.000215783,0.000202287,0.0002071946,0.0004357989,0.00002424638,0.01029192],"genre_scores_gemma":[0.9982737,0.0000821317,0.00004786562,0.001278008,0.00009793026,0.000009393712,0.0001415044,0.000002540564,0.00006688031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3494262,"threshold_uncertainty_score":0.9990798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1208466877674218,"score_gpt":0.2868594861114976,"score_spread":0.1660127983440758,"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."}}