{"id":"W2035178181","doi":"10.1029/2011eo180010","title":"A Whole Ecosystem Approach to Studying Climate Change in Interior Alaska","year":2011,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subarctic climate; Permafrost; Beaver; Wetland; Geography; Waterfowl; Arctic; Wildlife; Climate change; Boreal; Wildlife refuge; Arctic ecology; Ecosystem; Drainage basin; Ecology; Archaeology; Habitat","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":[0.0002576598,0.0001149727,0.0001663734,0.000119483,0.00006107876,0.00003734262,0.0001884771,0.00004462269,0.001614334],"category_scores_gemma":[0.000006335918,0.00009618045,0.00003306889,0.0001986033,0.000009269086,0.0001768365,0.00003276121,0.00008379824,0.001464725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005443429,"about_ca_system_score_gemma":0.000004718016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00291788,"about_ca_topic_score_gemma":0.0489935,"domain_scores_codex":[0.9990733,0.00004602465,0.0001744232,0.0002381491,0.0001084617,0.0003596497],"domain_scores_gemma":[0.9996654,0.00001907392,0.00002514775,0.0001629497,0.00001105003,0.0001163835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003292413,0.00002769824,0.9687832,0.00005045962,0.000003455055,0.00001954009,0.02015064,0.000002908875,0.00006835164,0.000005650718,0.0001331228,0.01072204],"study_design_scores_gemma":[0.000177913,0.0001171749,0.9917621,0.00007825728,0.000004645838,0.0000133149,0.002628188,0.001856906,0.00004876424,0.00000703415,0.003128674,0.0001770112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689505,0.0001612352,0.000005521182,0.00005726828,0.00030052,0.0004042097,0.0007542231,0.00003381729,0.02933274],"genre_scores_gemma":[0.9989377,0.0000329529,0.0001775533,0.0004167079,0.0001631415,0.00002222812,0.0002015112,0.000005136114,0.00004304325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04607562,"threshold_uncertainty_score":0.9993128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298546845086111,"score_gpt":0.2577585050511313,"score_spread":0.1279038205425203,"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."}}