{"id":"W4289109762","doi":"10.5539/enrr.v12n2p1","title":"Challenges of Community-Based Management of Protected Areas: Contested Trade-offs Between Livelihood and Conservation Interests in Chyulu Hills National Park, Kenya","year":2022,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; National park; Wildlife; Agency (philosophy); Environmental resource management; Protected area; Business; Environmental planning; Community management; Wildlife management; Local community; Geography; Political science; Agriculture; Sociology; Ecology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001893744,0.0001363422,0.0002037877,0.0002598354,0.0004086476,0.00001600756,0.0003332704,0.000050298,0.0001580536],"category_scores_gemma":[0.00003989836,0.0001300595,0.00003647136,0.0003111124,0.0006038405,0.00007251182,0.001153394,0.0005386747,0.000002771482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021877,"about_ca_system_score_gemma":0.000006889814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005928741,"about_ca_topic_score_gemma":0.0001211402,"domain_scores_codex":[0.9971537,0.0009192473,0.0003055721,0.0002641996,0.001115018,0.0002422559],"domain_scores_gemma":[0.999172,0.0004179782,0.0001337376,0.0001983972,0.0000115949,0.00006628087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000329549,0.0004731326,0.9563701,0.0003044599,0.00009125366,0.000009291913,0.005901656,0.0003237633,0.001507889,0.00006519938,0.000185494,0.03443822],"study_design_scores_gemma":[0.001155815,0.0002886377,0.9822786,0.00006932643,0.00001408254,0.000001007021,0.005640314,0.0005659367,0.0002896801,0.0001946515,0.009378006,0.0001238859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941952,0.0009069134,0.00000330289,0.003304085,0.00001005038,0.0007791355,0.00003724798,0.000009393741,0.0007546274],"genre_scores_gemma":[0.9990634,0.000454629,0.0001123577,0.0000702999,0.000007107909,0.00005900964,0.00006195281,0.000007944394,0.0001633289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03431434,"threshold_uncertainty_score":0.5303673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0718704349558806,"score_gpt":0.2851094092881514,"score_spread":0.2132389743322708,"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."}}