{"id":"W2115314015","doi":"10.1007/s11842-011-9192-9","title":"Benefits and Barriers to Certification of Community-Based Forest Operations in Cameroon: An Exploratory Assessment","year":2011,"lang":"en","type":"article","venue":"Small-scale Forestry","topic":"Mining and Resource Management","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Certification; Certified wood; Sustainability; Legislature; Indigenous; Forest management; Business; Government (linguistics); Sustainable forest management; Community forestry; Environmental resource management; Environmental planning; Political science; Forestry; Geography; Economics; Ecology","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":[0.0002453461,0.0001129027,0.000128219,0.0001517216,0.0000971499,0.00001765528,0.0001635784,0.00006547145,0.00002156573],"category_scores_gemma":[0.00001112625,0.0001162216,0.00001996958,0.000146008,0.00004636845,0.00006534918,0.00004339234,0.0001883746,0.000002579237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003745153,"about_ca_system_score_gemma":0.0000261848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002219843,"about_ca_topic_score_gemma":0.003593736,"domain_scores_codex":[0.999362,0.00007154558,0.0002183688,0.0001032658,0.00008669838,0.0001581479],"domain_scores_gemma":[0.999395,0.00001842555,0.00001811195,0.0003626924,0.00002666834,0.0001790762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002016883,0.0001508095,0.1760691,0.0002191908,0.00002630584,0.00000194638,0.01625419,0.7991602,0.0009030385,0.001392263,0.0001391142,0.00566368],"study_design_scores_gemma":[0.0007487527,0.0003921184,0.8843498,0.0002101232,0.00003783128,0.000001288201,0.01983703,0.08893959,0.004286059,0.00006873432,0.000709837,0.0004188035],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947138,0.00004245912,0.002930847,0.0000457831,0.00006364781,0.0002031221,0.00001364068,0.00007330289,0.001913352],"genre_scores_gemma":[0.9955663,0.000007150221,0.004159257,0.00007461447,0.00001426639,0.00009912359,0.00003876796,0.00002364247,0.00001689089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7102206,"threshold_uncertainty_score":0.4739378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146319056039801,"score_gpt":0.2446100113467848,"score_spread":0.1931468207863868,"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."}}