{"id":"W2587269056","doi":"","title":"Changing paradigms in a changing climate: adaptive innovation towards forest management institutions to manage tropical forest in South and Southeast Asia","year":2011,"lang":"en","type":"article","venue":"OpenDocs (Institute of Development Studies)","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Northern Research Station; Wageningen University and Research; U.S. Forest Service; State Key Laboratory of Urban and Regional Ecology; Natural Sciences and Engineering Research Council of Canada; Universiti Malaysia Sabah; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Chinesisch-Deutsche Zentrum für Wissenschaftsförderung; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Maj ja Tor Nesslingin Säätiö; South China Agricultural University; IC Design Education Center; National Research Foundation of Korea; China Agricultural University; Korea Environment Institute; Ministry of Environment; National Research Foundation; Honjo International Scholarship Foundation; Latvijas Zinātnes Padome; Foundation for Distinguished Young Talents in Higher Education of Guangdong; Suomen Kulttuurirahasto; Chinese Academy of Sciences; U.S. Department of Agriculture; National Key Research and Development Program of China; National Science Council; Universidade Federal do Maranhão; Deutsche Forschungsgemeinschaft; Slovenská Akadémia Vied; National Natural Science Foundation of China; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ecological Society of America; National Science Foundation; Ministry of Education, Culture, Sports, Science and Technology; Helsingin Yliopisto; Asia-Pacific Network for Global Change Research","keywords":"Forest management; Tropical forest; Climate change; Southeast asia; Geography; Agroforestry; Rainforest; Environmental resource management; Adaptive management; Business; Forestry; Ecology; Environmental science; History; Ethnology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004870422,0.0002385245,0.0003084708,0.001094059,0.0003943499,0.00002270492,0.0002646785,0.00004311632,0.00003622316],"category_scores_gemma":[0.00002268666,0.0002277592,0.00002797012,0.002162424,0.0002189464,0.000373294,0.00176991,0.00009750466,0.00004775595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719263,"about_ca_system_score_gemma":0.00002222968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405843,"about_ca_topic_score_gemma":0.003603329,"domain_scores_codex":[0.9980726,0.00002506255,0.0005132588,0.0004718392,0.0003317216,0.000585521],"domain_scores_gemma":[0.9995749,0.000006726841,0.0001420285,0.0001869313,0.00002221954,0.00006720609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171274,0.0001876197,0.9208083,0.0001278047,0.0001072557,0.0001511223,0.04574997,0.002126573,0.000004147017,0.02100412,0.00001731066,0.009598695],"study_design_scores_gemma":[0.00102254,0.00004639993,0.9593087,0.0002523052,0.00002557218,0.000002442177,0.02843852,0.0002199267,0.00003242246,0.0001224736,0.01024484,0.0002839016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639916,0.00004031604,0.003575116,0.000223276,0.0001844913,0.001254448,0.000007184783,0.000025715,0.03069785],"genre_scores_gemma":[0.9883501,0.00008141487,0.01095283,0.0001253909,0.00001165915,0.0001506423,0.00001557347,0.000009012218,0.0003033788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03850041,"threshold_uncertainty_score":0.9287751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0743788357935483,"score_gpt":0.2576879274278462,"score_spread":0.1833090916342979,"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."}}