{"id":"W7005585325","doi":"","title":"Responding to Environmental Issues through Adaptive Collaborative Management","year":2023,"lang":"en","type":"other","venue":"","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Umwelt, Naturschutz, nukleare Sicherheit und Verbraucherschutz; College of Engineering, Michigan State University; College of Earth and Mineral Sciences, Pennsylvania State University; U.S. Forest Service; Universitas Indonesia; Consortium of International Agricultural Research Centers; Université Cheikh Anta Diop de Dakar; International Development Research Centre; International Fine Particle Research Institute; Islamic Development Bank; Badan Riset dan Inovasi Nasional; Michigan State University; London School of Economics and Political Science; Pennsylvania State University; Université Laval; University of Pennsylvania","keywords":"Stewardship (theology); Negotiation; Natural resource management; Empowerment; Work (physics); Indigenous; Natural resource; Environmental stewardship; Sustainability; Resource management (computing)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003395718,0.0007236504,0.0004764764,0.0008922746,0.00396999,0.0108401,0.002609572,0.002465932,0.004370278],"category_scores_gemma":[0.003709504,0.0002997998,0.0007364082,0.001135929,0.01015442,0.007282628,0.006977573,0.003132692,0.001023029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002755972,"about_ca_system_score_gemma":0.003341658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003488233,"about_ca_topic_score_gemma":0.00569332,"domain_scores_codex":[0.997041,0.001420318,0.00008536849,0.0003633835,0.0007409757,0.0003488872],"domain_scores_gemma":[0.9983999,0.0009345231,0.0001369973,0.0002023533,0.0001292939,0.0001970133],"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":[0.0000315601,0.000167107,0.001673221,0.0006108425,0.00005336696,0.0004922478,0.06605483,0.008515517,0.001874694,0.5803093,0.0530211,0.2871961],"study_design_scores_gemma":[0.000008977285,0.00006002843,0.0007207321,0.0005157702,0.000015805,0.0003317287,0.01724438,0.004743461,0.0005400858,0.1238292,0.8519598,0.00003011018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03166679,0.01768419,0.2068408,0.03545162,0.002562656,0.000409391,0.00004530102,0.0006938066,0.7046456],"genre_scores_gemma":[0.5694203,0.03047796,0.168262,0.007702397,0.001338255,0.0006350025,0.00019241,0.0004360527,0.2215356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0108401,"threshold_uncertainty_score":0.01999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366137049529378,"score_gpt":0.2343433016326099,"score_spread":0.2206819311373162,"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."}}