{"id":"W4391046217","doi":"10.1016/j.scitotenv.2024.170256","title":"Projected development in Borneo and Sumatra will greatly reduce connectivity for an apex carnivore","year":2024,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Wildlife-Road Interactions and Conservation","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Island University","funders":"Robertson Foundation","keywords":"Geography; Deforestation (computer science); Landscape connectivity; Habitat; Leopard; Carnivore; Habitat destruction; Wildlife corridor; Biodiversity; Habitat fragmentation; Forest fragmentation; Ecology; Biological dispersal; Predation; Biology","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":[0.0007433131,0.0001066554,0.00008761228,0.00003777049,0.0002856834,0.00005694078,0.0003226189,0.00002536792,0.0000883871],"category_scores_gemma":[0.00003695951,0.00006269634,0.00003223719,0.0002863044,0.0008182205,0.0005259467,0.0002452629,0.00009990216,0.00001354049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003171806,"about_ca_system_score_gemma":0.00005520766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004681199,"about_ca_topic_score_gemma":0.00005129796,"domain_scores_codex":[0.9988827,0.00004822408,0.0001825211,0.0003449346,0.0003282606,0.0002134006],"domain_scores_gemma":[0.9995379,0.00005921178,0.0000566603,0.0002971596,0.000003676143,0.00004537125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001850437,0.0006964978,0.01080826,0.0000943249,0.00005389546,0.000003102833,0.01906265,0.04567768,0.7707854,0.002694989,0.0008212292,0.1491169],"study_design_scores_gemma":[0.0003360431,0.0002550232,0.8725927,0.0001130522,0.00003410475,0.00005171584,0.001066417,0.06787863,0.05139724,0.001263423,0.004686451,0.0003252074],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973248,0.00003872995,0.00008511843,0.001186534,0.0001327904,0.0005639016,0.000005284841,0.0000139266,0.0006489432],"genre_scores_gemma":[0.9986453,0.000009024548,0.0005860942,0.00002461487,0.00001343022,0.00007637285,0.000001142606,0.00000720547,0.0006368305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8617845,"threshold_uncertainty_score":0.3014768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01796754595143593,"score_gpt":0.2444542202833917,"score_spread":0.2264866743319558,"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."}}