{"id":"W2551785118","doi":"10.5539/enrr.v6n4p79","title":"Forest Resource Management and Utilisation through a Gendered Lens in Namibia","year":2016,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural resource; Natural resource management; Community forestry; Forest management; Corporate governance; Resource management (computing); Sustainable forest management; Sustainable management; Business; Environmental resource management; Population; Resource (disambiguation); Sustainable development; Geography; Socioeconomics; Political science; Sustainability; Forestry; Sociology; Ecology; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007642167,0.0001799547,0.0001410908,0.0001638284,0.0002449403,0.0000585712,0.0002447773,0.00008097997,0.001098368],"category_scores_gemma":[0.00003273558,0.0001236648,0.00003027602,0.0002415031,0.00075517,0.0003669682,0.0009549548,0.0002379462,0.0004859246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072905,"about_ca_system_score_gemma":0.000001438658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003973168,"about_ca_topic_score_gemma":0.0001994859,"domain_scores_codex":[0.9976691,0.0002007144,0.000213606,0.0005622635,0.0007353241,0.0006189867],"domain_scores_gemma":[0.9993809,0.000178903,0.00004094554,0.0003012673,0.000001919078,0.00009608875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004306156,0.0001513317,0.8007312,0.00007658905,0.00005024565,0.00008859827,0.005405931,0.0001055486,0.002746568,0.005954604,0.01961513,0.1646436],"study_design_scores_gemma":[0.0007223748,0.00008712111,0.5162661,0.00003530194,0.000005693214,0.000002903421,0.000270904,0.0003585453,0.0000590756,0.001562009,0.4804534,0.000176609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598063,0.0007726813,0.000008668568,0.002065026,0.00001790931,0.0004832437,0.000002711183,0.00002082773,0.03682263],"genre_scores_gemma":[0.9638995,0.002424001,0.0002607771,0.000112522,0.00004508655,0.00004252988,0.000005198169,0.000018651,0.03319174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4608382,"threshold_uncertainty_score":0.9998147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376307669315722,"score_gpt":0.2861819892128999,"score_spread":0.2485512222813277,"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."}}