{"id":"W4390799748","doi":"","title":"Future Earth Transdisciplinary Research for Peace and Sustainability","year":2015,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Earth (classical element); Astrobiology; Earth observation; Earth science; Environmental science; Environmental resource management; Computer science; Remote sensing; Geology; Engineering; Aerospace engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005010919,0.0006123483,0.0008644707,0.001950079,0.003079697,0.008498087,0.0009339316,0.005840177,0.1212896],"category_scores_gemma":[0.003457328,0.0001455459,0.0006600498,0.002422271,0.002681265,0.007756406,0.005558005,0.003228497,0.01028912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834164,"about_ca_system_score_gemma":0.007998241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003705066,"about_ca_topic_score_gemma":0.005994374,"domain_scores_codex":[0.9986368,0.0005578315,0.00004452591,0.0001251904,0.0002975285,0.0003381846],"domain_scores_gemma":[0.995301,0.001174732,0.0001723275,0.0003647015,0.001307092,0.001680261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001087514,0.00007601421,0.0006327499,0.0007723067,0.0000330855,0.0001573789,0.001498157,0.0003470918,0.001863885,0.4377257,0.4135868,0.1431981],"study_design_scores_gemma":[0.000009257246,0.00001926008,0.0005963235,0.0002739497,0.000008985909,0.00006153464,0.002495238,0.0001115216,0.0002151866,0.08874141,0.9074583,0.000009037198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00635129,0.09823004,0.00404827,0.4314551,0.02927511,0.00005877185,0.001149243,0.0002328745,0.4291992],"genre_scores_gemma":[0.2785305,0.1852128,0.01213883,0.05802971,0.03160529,0.000273509,0.003186458,0.0004034685,0.4306194],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1212896,"threshold_uncertainty_score":0.4057541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561498354531992,"score_gpt":0.2933896665423995,"score_spread":0.2577746829970795,"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."}}