{"id":"W4407494257","doi":"10.1371/journal.pbio.3002976","title":"Landscape-level human disturbance results in loss and contraction of mammalian populations in tropical forests","year":2025,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"Fonds pour la Formation à la Recherche dans l’Industrie et dans l’Agriculture; Fonds Français pour l'Environnement Mondial; Department of National Parks, Wildlife and Plant Conservation; Agence Française de Développement; Provincia Autonoma di Trento; Agence Nationale Des Parcs Nationaux; Norges Forskningsråd; Instituto Chico Mendes de Conservação da Biodiversidade; Universitas Sam Ratulangi; Kasetsart University; U.S. Fish and Wildlife Service; Mbarara University of Science and Technology; European Commission; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); National Geographic Society; Wildlife Conservation Society; Fundação de Amparo à Pesquisa do Estado de São Paulo; Gordon and Betty Moore Foundation; Panthera; Smithsonian Institution; United Nations Development Programme; National Science Foundation","keywords":"Species richness; Biodiversity; Threatened species; Ecology; Occupancy; Disturbance (geology); Biome; Biodiversity hotspot; Biology; Mammal; Wildlife; Habitat destruction; Extinction (optical mineralogy); Deforestation (computer science); Landscape connectivity; Ecosystem; Habitat; Population; Biological dispersal","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007026632,0.00004228079,0.0000977614,0.00004540838,0.00003069697,0.000001617433,0.00004890758,0.00009555662,0.00003199453],"category_scores_gemma":[0.0000961217,0.0000392911,0.000008339956,0.0001157888,0.000116186,0.00004763069,0.00003271743,0.0000768738,0.000004218746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003101388,"about_ca_system_score_gemma":0.000004554945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005300576,"about_ca_topic_score_gemma":0.04431471,"domain_scores_codex":[0.9994858,0.00006375809,0.0001911531,0.0001450048,0.00002049503,0.00009381866],"domain_scores_gemma":[0.9998172,0.00005828114,0.00003996194,0.000070551,0.000002941218,0.00001105807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006181749,0.00006975097,0.9945572,0.00000321606,0.000001905038,0.000001340834,0.00004742976,0.00003613633,0.000766554,0.004084372,0.00009514841,0.0002751152],"study_design_scores_gemma":[0.00062741,0.00003861337,0.9927367,0.000009812112,0.000002913813,6.178448e-7,0.00001231912,0.0004041537,0.00008940767,0.005954576,0.00008919115,0.00003427454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971955,0.00001451976,0.00005654713,0.001691464,0.00004262137,0.0001029518,0.00001072534,0.000004683563,0.000880966],"genre_scores_gemma":[0.9995683,0.000003835948,0.0001010195,0.0001096463,0.000006826208,0.00001552644,0.00002640012,0.000001226475,0.0001672629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04378465,"threshold_uncertainty_score":0.973124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515484525468222,"score_gpt":0.2826452510571592,"score_spread":0.2474904058024769,"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."}}