{"id":"W4200191517","doi":"10.1126/science.abh3629","title":"Multidimensional tropical forest recovery","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":457,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"Smithsonian Tropical Research Institute; Directorate for Biological Sciences; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Agencia Nacional de Investigación y Desarrollo; Instituto de Investigación de Recursos Biológicos Alexander von Humboldt; University of Alberta; Universidade Federal de Santa Catarina; Universidade Federal da Paraíba; World Agroforestry Centre; Universität Innsbruck; Universitat Autònoma de Barcelona; Fondo Nacional de Ciencia Tecnología e Innovación; Universidade Federal de Minas Gerais; Centre de Coopération Internationale en Recherche Agronomique pour le Développement; AgroParisTech; Universidade de São Paulo; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; Instituto Tecnológico de Costa Rica; Universidad de Antioquia; Universidade Federal de Pernambuco; Centre National de la Recherche Scientifique; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Universität für Bodenkultur Wien; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; University of Wisconsin-Madison; Yale University; University of Stirling; University of Minnesota; Universiteit Utrecht; Wageningen University and Research; National University of Singapore; Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; Institut de Recherche pour le Développement; University of the Sunshine Coast; Universidade Federal do Rio Grande do Sul; Consejo Nacional de Ciencia y Tecnología; Ministerio de Ciencia e Innovación; Ministry of Education, India; HSBC Bank USA; Universidade Federal de Viçosa; Kwame Nkrumah University of Science and Technology; Primate Conservation; Colorado Mesa University; University of Connecticut; Universidad Nacional Autónoma de México; Stichting het Kronendak; Yale-NUS College; National Science Foundation; Smithsonian Institution; Secretaría de Educación Pública; Clemson University; Colby College; Fundação de Amparo à Pesquisa do Estado de Minas Gerais","keywords":"Biodiversity; Ecological succession; Deforestation (computer science); Tropics; Ecosystem; Agroforestry; Secondary forest; Biomass (ecology); Old-growth forest; Tropical climate; Climate change; Ecology; Environmental science; Geography; Forest restoration; Forest ecology; Species diversity; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003888028,0.0002443362,0.0002503767,0.001612017,0.0004538443,0.0008745323,0.0002472904,0.0002621671,0.0038677],"category_scores_gemma":[0.00267309,0.00007696285,0.0004920801,0.00215487,0.000481799,0.0008709485,0.0009132122,0.000368358,0.0002313787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008718179,"about_ca_system_score_gemma":0.0002375734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261599,"about_ca_topic_score_gemma":0.01162852,"domain_scores_codex":[0.9996817,0.00006110464,0.00002280768,0.00006009829,0.00006490638,0.000109344],"domain_scores_gemma":[0.9991036,0.0002477977,0.0002986335,0.0001076923,0.0001388551,0.0001034281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003009154,0.0001339656,0.8515658,0.0001345599,0.000249565,0.0004830204,0.0007438702,0.0769981,0.003350821,0.006746565,0.002745615,0.05654716],"study_design_scores_gemma":[0.000007841958,0.00005748278,0.9281424,0.00002184278,0.00002954161,0.0003277452,0.00117008,0.06455255,0.0003781319,0.003062768,0.002227275,0.00002245085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943189,0.0001330071,0.001349172,0.00009942125,0.000003855657,0.00001713838,0.001460486,0.00003238039,0.002585553],"genre_scores_gemma":[0.9982352,0.00004765582,0.0004093306,0.000009081162,0.000003228651,0.00001130404,0.0009840076,0.000003849329,0.0002962754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01261599,"threshold_uncertainty_score":0.02508509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024333129226367,"score_gpt":0.1994065782816133,"score_spread":0.1891632469893497,"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."}}