{"id":"W4416137326","doi":"10.3389/fhumd.2025.1457544","title":"Combating the global environmental crisis using indigenous ecological knowledge: the case of Kwahu traditional area, Ghana","year":2025,"lang":"en","type":"article","venue":"Frontiers in Human Dynamics","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Fredericton; University of New Brunswick","funders":"","keywords":"Reverence; Indigenous; Traditional knowledge; Taboo; Natural resource; Sustainable development; Sustainability; Holism","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":[0.0003779051,0.0001841121,0.0002574221,0.00001701661,0.001223855,0.00005674902,0.0004414815,0.0001739724,0.00004817942],"category_scores_gemma":[0.00001427463,0.00005738508,0.0001484507,0.0004196005,0.000215031,0.00005359919,0.0001101743,0.0002569857,0.000001019013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005538915,"about_ca_system_score_gemma":0.00002559437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008422353,"about_ca_topic_score_gemma":0.01781997,"domain_scores_codex":[0.9986986,0.0002151895,0.0003817382,0.0002560519,0.0001168222,0.0003315883],"domain_scores_gemma":[0.9995756,0.0001115614,0.0001549573,0.00008918541,0.00003108472,0.00003757504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001140767,0.005104671,0.8045793,0.0002009844,0.0007391094,0.000776424,0.02298282,0.002090464,0.003449285,0.05480292,0.02304439,0.0821156],"study_design_scores_gemma":[0.001251539,0.0008456782,0.6164083,0.0002781854,0.0003399613,0.001063389,0.2627292,0.07289128,0.0001950301,0.03920756,0.003453944,0.001335875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960788,0.0007726106,0.0001288894,0.000211123,0.0005053881,0.0004696958,0.0003495879,0.00001738862,0.001466541],"genre_scores_gemma":[0.9993548,0.000008914758,0.0001419883,0.00007282021,0.0001400129,0.0000198309,0.0001255254,9.707758e-7,0.0001350935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2397464,"threshold_uncertainty_score":0.9943964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503331802484428,"score_gpt":0.2254241300725584,"score_spread":0.2103908120477141,"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."}}