{"id":"W2918582001","doi":"","title":"Future Earth: solution-driven, interdisciplinary and stakeholder-engaging research for global sustainability","year":2016,"lang":"en","type":"article","venue":"Japan Geoscience Union","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Sustainability; Earth (classical element); Stakeholder; Stakeholder engagement; Earth system science; Earth science; Environmental resource management; Sustainability science; Astrobiology; Political science; Engineering ethics; Environmental science; Geology; Social sustainability; Public relations; Engineering; Oceanography; Physics; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002897164,0.000135225,0.000149326,0.0001137345,0.001201973,0.0001116814,0.0002651327,0.00009323125,0.0000565778],"category_scores_gemma":[0.0002410801,0.00008896295,0.00004923135,0.0004936064,0.0005351951,0.0006729874,0.00007386665,0.0001436462,0.00002146988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005501715,"about_ca_system_score_gemma":0.0002092483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009732057,"about_ca_topic_score_gemma":0.005066008,"domain_scores_codex":[0.9976851,0.0003704168,0.0002477243,0.0005626173,0.0004536233,0.0006805271],"domain_scores_gemma":[0.9988251,0.000286985,0.00007445769,0.0002816608,0.0003264941,0.0002052717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004872179,0.00002255842,0.5196584,0.00006409792,0.000003869879,0.000001966948,0.000535994,0.00003943333,0.0003199319,0.00331653,0.000997306,0.4749911],"study_design_scores_gemma":[0.0003763233,0.0003875275,0.9574891,0.00008750824,0.000003889561,0.00002550224,0.004881565,0.006438045,0.00001747798,0.01839538,0.01171464,0.0001829951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976754,0.0004171794,0.01217087,0.007466389,0.0008160485,0.0006413877,0.0001318744,0.00006599294,0.001536291],"genre_scores_gemma":[0.998089,0.00004629842,0.0006051438,0.00004244321,0.0003376577,0.000007247982,0.00001556754,0.000002601828,0.0008540846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4748081,"threshold_uncertainty_score":0.9244725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05678372554748506,"score_gpt":0.3131382435043852,"score_spread":0.2563545179569002,"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."}}