{"id":"W3108920563","doi":"10.1111/cobi.13671","title":"An agenda for research and action toward diverse and just futures for life on Earth","year":2020,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth; Université du Québec en Outaouais; University of Waterloo","funders":"Luc Hoffmann Institute; Eidgenössische Technische Hochschule Zürich; Rockefeller Foundation; Leverhulme Trust; Economic and Social Research Council; NOMIS Stiftung; World Wildlife Fund; University College London; MAVA Foundation","keywords":"Biodiversity; Environmental ethics; Futures contract; Action (physics); Anthropocene; Political science; Transformative learning; Sociology; Collective action; Environmental resource management; Ecology; Business; Economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1187868,0.00203573,0.002267937,0.005995938,0.01994357,0.03132222,0.00625371,0.03522711,0.01010559],"category_scores_gemma":[0.05349558,0.001519137,0.003555569,0.003740883,0.04604642,0.04985093,0.02937284,0.03359643,0.00247519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02383062,"about_ca_system_score_gemma":0.09111797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005862503,"about_ca_topic_score_gemma":0.008143721,"domain_scores_codex":[0.9246882,0.05384094,0.003879093,0.004964328,0.007274969,0.005352671],"domain_scores_gemma":[0.8885457,0.06329916,0.004915722,0.0081432,0.01886243,0.01623387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005191877,0.0001699514,0.0005309372,0.0006987024,0.00002090953,0.0002757202,0.03502728,0.0009100816,0.0005439907,0.9167605,0.02528369,0.01972637],"study_design_scores_gemma":[0.00003732149,0.00006480349,0.0004533763,0.00184103,0.00003139531,0.0001319203,0.0362657,0.0007249446,0.0003097451,0.6647847,0.2952743,0.00008070734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006909054,0.01126885,0.04126878,0.8630354,0.005838631,0.0007244898,0.0002240655,0.000192347,0.07053836],"genre_scores_gemma":[0.4340323,0.02218218,0.3204024,0.1717253,0.005031151,0.006897014,0.001195068,0.000462529,0.03807207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1187868,"threshold_uncertainty_score":0.6282123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3863256735340301,"score_gpt":0.388710901482567,"score_spread":0.002385227948536961,"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."}}