{"id":"W1993651801","doi":"10.1029/2007eo140003","title":"Global change education in the Arctic","year":2007,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Heliophysics Division","keywords":"Arctic; Tundra; Oceanography; Sea ice; Geography; Arctic ecology; Arctic ice pack; Climate change; Indigenous; Relocation; Physical geography; Environmental science; Geology; Ecology","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":[],"category_scores_codex":[0.0002413726,0.00003501939,0.00002981181,0.00001910138,0.00003561852,0.00001921817,0.00008900401,0.00002013843,0.001619782],"category_scores_gemma":[0.000008228521,0.00002271834,0.00001208791,0.0001562138,0.00001303674,0.00006926554,0.000001929096,0.00003403768,0.0002834642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003819704,"about_ca_system_score_gemma":0.00001534099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02228251,"about_ca_topic_score_gemma":0.2620821,"domain_scores_codex":[0.9996547,0.00001656908,0.00005468804,0.00006234219,0.00008148983,0.0001302228],"domain_scores_gemma":[0.9998437,0.00004243694,0.000008846229,0.00007329236,0.000006755163,0.00002501992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003893473,0.000009080774,0.9027143,0.000003873703,3.23517e-7,0.000003677745,0.0006595683,3.193265e-7,9.662737e-7,0.0000367548,0.0006948378,0.09587242],"study_design_scores_gemma":[0.00002995942,0.00001541129,0.9825599,0.000006862148,0.000001303227,0.00001375816,0.0007959672,0.00003739626,0.000001151281,0.0002943411,0.01621081,0.00003315633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682994,0.000756449,0.000003173461,0.0007820118,0.0003827693,0.0001156704,0.00008637281,0.000006059456,0.02956811],"genre_scores_gemma":[0.9967836,0.00003880568,0.00001246547,0.002423777,0.0004038266,8.776323e-7,0.0002829215,4.713965e-7,0.00005328942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2397996,"threshold_uncertainty_score":0.9992929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05659905075041016,"score_gpt":0.2950632347187816,"score_spread":0.2384641839683714,"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."}}