{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005951126,0.000165966,0.0001972905,0.0003339082,0.0002958589,0.0005325223,0.0004374253,0.0002352728,0.0008951864],"category_scores_gemma":[0.001831378,0.0001937737,0.0003897841,0.0005047033,0.0005719014,0.000472703,0.0004566337,0.0002596054,0.00006053999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007022072,"about_ca_system_score_gemma":0.0003783202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04776391,"about_ca_topic_score_gemma":0.0483132,"domain_scores_codex":[0.9998066,0.00006112656,0.00001220619,0.0000621896,0.00001989571,0.00003805303],"domain_scores_gemma":[0.9993122,0.0002895297,0.0002276931,0.00005934701,0.00004181781,0.00006955415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000160154,0.0001043296,0.8025302,0.0001111113,0.0002732512,0.000269479,0.0002815043,0.1822374,0.002724483,0.001749634,0.0004644832,0.009094005],"study_design_scores_gemma":[0.00002118729,0.00008345537,0.5620098,0.00002653374,0.0001077085,0.0002314381,0.0004977878,0.4345615,0.000528808,0.001423227,0.0004886719,0.0000199137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988913,0.00005048548,0.0007136064,0.00002810095,0.000001440513,0.00000218679,0.00009909021,0.00001318523,0.0002006961],"genre_scores_gemma":[0.9995384,0.00004123984,0.0002752312,0.000007725456,0.000001341869,0.000002739948,0.00008400148,0.000002100535,0.00004718684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04776391,"threshold_uncertainty_score":0.09497178,"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."}}