{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449147,0.000378085,0.0003503709,0.0007623662,0.01497894,0.003137883,0.001249721,0.002516065,0.00491878],"category_scores_gemma":[0.002625553,0.0003269167,0.0001981982,0.001425747,0.009657963,0.004287569,0.005006755,0.002795089,0.000339816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004179955,"about_ca_system_score_gemma":0.004417768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02565682,"about_ca_topic_score_gemma":0.07744205,"domain_scores_codex":[0.9987256,0.000767111,0.00002766719,0.00005961148,0.00008266414,0.0003374281],"domain_scores_gemma":[0.9986389,0.000735986,0.0001800585,0.00005678601,0.00007461462,0.0003136484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003289427,0.00007453164,0.005036381,0.0002626899,0.000007418788,0.04505876,0.9154524,0.0001670561,0.0009824745,0.0179393,0.00250935,0.01247679],"study_design_scores_gemma":[0.000004871809,0.00001920739,0.001495301,0.0002102325,0.000005461665,0.001900738,0.9715089,0.00009633657,0.0001093035,0.002280876,0.02236175,0.000007019059],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470958,0.001965187,0.001065875,0.01586096,0.0001196273,0.00008611823,0.00003011108,0.000009191175,0.03376713],"genre_scores_gemma":[0.9922773,0.001437678,0.0008533874,0.0009906455,0.00002473841,0.00003360582,0.00001548668,0.0000111337,0.004356094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02565682,"threshold_uncertainty_score":0.05101496,"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."}}