{"id":"W2014005079","doi":"10.5558/tfc2014-121","title":"Exploring the link between forests, traditional custodianship and community livelihoods: The Case of Nyambene forest in Kenya","year":2014,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Custodians; Livelihood; Geography; Indigenous; Traditional knowledge; Tribe; Resource (disambiguation); Environmental resource management; Agroforestry; Political science; Ecology; Law; Agriculture; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001785069,0.00028027,0.0002944752,0.0009833327,0.02951169,0.00461852,0.001272638,0.002267982,0.005040436],"category_scores_gemma":[0.00219976,0.0003073062,0.000187353,0.001531099,0.0125496,0.004495536,0.004332837,0.003010832,0.000167091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01019518,"about_ca_system_score_gemma":0.00696283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2260721,"about_ca_topic_score_gemma":0.5894533,"domain_scores_codex":[0.9984622,0.0009047759,0.00001966694,0.0000665109,0.00006497103,0.0004818929],"domain_scores_gemma":[0.9984561,0.0009053171,0.0002220336,0.00002652572,0.000098754,0.0002913057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004353665,0.0001256923,0.02761605,0.0001258442,0.00001218283,0.01399114,0.868501,0.0001581836,0.0004650573,0.07760152,0.00268174,0.008678046],"study_design_scores_gemma":[0.000005953611,0.00002260707,0.01212059,0.0002010746,0.00001011725,0.0007772574,0.9686387,0.0001112854,0.00007797917,0.002342725,0.01567984,0.00001190298],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9328978,0.002059323,0.0003206106,0.01025293,0.00003171519,0.00005879953,0.00003807119,0.000002034987,0.05433875],"genre_scores_gemma":[0.9938939,0.001643475,0.0002375661,0.0007050575,0.000009975415,0.00002617771,0.00001068408,0.000002898259,0.003470316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2260721,"threshold_uncertainty_score":0.4495125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07277043401702585,"score_gpt":0.241093505024214,"score_spread":0.1683230710071882,"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."}}