{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00354216,0.0002026319,0.000263688,0.0004800068,0.008679719,0.003013264,0.001248737,0.001208896,0.002765751],"category_scores_gemma":[0.003248018,0.0002657429,0.00009959621,0.0006025772,0.003804825,0.002519172,0.004718394,0.00101683,0.00008225318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004626041,"about_ca_system_score_gemma":0.01037275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02243861,"about_ca_topic_score_gemma":0.1491548,"domain_scores_codex":[0.9972296,0.001696869,0.00006705075,0.0001521446,0.0002065738,0.0006477271],"domain_scores_gemma":[0.9978412,0.0007851906,0.0004462219,0.00004177912,0.000119303,0.0007662816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002617998,0.001664012,0.2668598,0.002380297,0.0001206532,0.01295203,0.5081744,0.001095718,0.009208524,0.02152777,0.005380274,0.1703747],"study_design_scores_gemma":[0.00003362508,0.0005305197,0.1097997,0.0008381426,0.00003045625,0.001016862,0.8602998,0.0005122337,0.0004687794,0.002685383,0.0237435,0.00004096093],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888263,0.0008924465,0.0002340695,0.003835344,0.00001741308,0.0001859498,0.00001878596,0.000001677364,0.005988069],"genre_scores_gemma":[0.9978395,0.0005747423,0.0005703366,0.0002733043,0.000004519337,0.00007864839,0.000007093695,9.701309e-7,0.0006509608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02243861,"threshold_uncertainty_score":0.04461604,"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."}}