{"id":"W3171906352","doi":"10.1016/j.tfp.2021.100105","title":"Analysing patterns of forest cover change and related land uses in the Tano-Offin forest reserve in Ghana: Implications for forest policy and land management","year":2021,"lang":"en","type":"article","venue":"Trees Forests and People","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Northern British Columbia","funders":"","keywords":"Land cover; Agroforestry; Land use; Forest management; Forest cover; Wildlife; Forest farming; Agriculture; Land use, land-use change and forestry; Agricultural land; Forest restoration; Geography; Forest ecology; Forestry; Environmental science; Environmental resource management; Ecology; Ecosystem; Biology","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":[0.0002372225,0.0001202146,0.0001738265,0.0001317939,0.0001594844,0.0000634584,0.0001206424,0.00004935141,0.0000245452],"category_scores_gemma":[0.00003101645,0.00009171524,0.0000344925,0.0004050113,0.00008641534,0.0001316652,0.0002832206,0.00005330228,0.000001008398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003597849,"about_ca_system_score_gemma":0.000006592629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01656148,"about_ca_topic_score_gemma":0.7094751,"domain_scores_codex":[0.9991385,0.0000477735,0.0002075914,0.0002760916,0.0001187565,0.0002112619],"domain_scores_gemma":[0.9995123,0.0001385796,0.00007954262,0.0002114352,0.00001176923,0.00004644307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002206947,0.00006468929,0.9951624,0.00007724523,0.0000224147,0.000006579859,0.002467804,0.0003597812,0.00000337243,0.0006045009,0.00005616433,0.001153031],"study_design_scores_gemma":[0.0009501069,0.0000503394,0.9934584,0.00004292235,0.00005116205,0.00000605753,0.001155761,0.001687852,0.000001180566,0.001593082,0.0008941791,0.000108879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956746,0.0002374916,0.00005476447,0.002916894,0.00001222486,0.0005173121,0.00006924667,0.000006092706,0.0005114511],"genre_scores_gemma":[0.9988338,0.0004594954,0.0000894098,0.0001506713,0.0000179225,0.00004031222,0.00008758112,0.000006968741,0.0003137782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6929136,"threshold_uncertainty_score":0.9899873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860326553349574,"score_gpt":0.247260349930129,"score_spread":0.2186570843966333,"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."}}