{"id":"W2618965216","doi":"","title":"The role of Northern Eurasia in global sustainability research of Future Earth","year":2017,"lang":"en","type":"article","venue":"Japan Geoscience Union","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Earth (classical element); Sustainability; Earth science; Astrobiology; Global change; Geography; Earth system science; Geology; Environmental resource management; Environmental science; Climate change; Oceanography; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00442803,0.0000555381,0.0001170088,0.00004038499,0.002604196,0.00005534024,0.0009125951,0.00005844846,0.000003862084],"category_scores_gemma":[0.002390632,0.00003595481,0.0000402493,0.000415225,0.004679595,0.0001951009,0.0002489198,0.0001362578,0.000002176327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013504,"about_ca_system_score_gemma":0.0005517444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07900135,"about_ca_topic_score_gemma":0.1706532,"domain_scores_codex":[0.9981331,0.0004471044,0.0001758918,0.0001786601,0.0006337968,0.0004314327],"domain_scores_gemma":[0.9988065,0.0001525006,0.0001528264,0.0004360545,0.0003882443,0.00006392447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001128873,0.00003393529,0.8009656,0.000006482739,0.000001705118,3.232771e-7,0.01425411,0.000001632074,0.00002065974,0.1199339,0.00003453564,0.0647358],"study_design_scores_gemma":[0.00006309681,0.00003858595,0.8448009,0.00001094073,0.000001063935,1.448001e-7,0.0973755,0.00002476871,0.00003179887,0.03104836,0.0265679,0.00003693905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934015,0.0001870016,0.00000527014,0.01802384,0.0001338433,0.0002243161,0.000005223334,0.000006339556,0.04739914],"genre_scores_gemma":[0.9987059,0.0001622677,0.00002925332,0.000007079353,0.0001201744,0.000004317024,1.197278e-7,0.000001706565,0.0009691797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09165184,"threshold_uncertainty_score":0.9986943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02641550750307548,"score_gpt":0.3848103143050044,"score_spread":0.3583948068019289,"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."}}