{"id":"W4417121764","doi":"10.1002/pan3.70221","title":"Conservation grounded in traditional ecological knowledge, culture and hunting","year":2025,"lang":"en","type":"article","venue":"People and Nature","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"Firewood; Subsistence agriculture; Indigenous; Threatened species; Diversity (politics); Bushmeat; Biodiversity; Traditional knowledge; Species richness","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":[0.0001014848,0.00005659992,0.0000650838,0.00003502566,0.0001602651,0.00002740756,0.00004734273,0.0001183237,0.0001246689],"category_scores_gemma":[0.00002808408,0.00004695498,0.00001272092,0.0002159275,0.00005825657,0.00006958992,0.0001109356,0.0001528629,0.000005300433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003531758,"about_ca_system_score_gemma":0.000004472979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001520335,"about_ca_topic_score_gemma":0.003922155,"domain_scores_codex":[0.9996103,0.00002285799,0.00006543144,0.0001611837,0.00005990494,0.00008033359],"domain_scores_gemma":[0.9998721,0.00004722194,0.00001686788,0.00003834873,0.000005229027,0.00002015983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006456111,0.00005745368,0.9921277,0.00001572907,0.000004849975,0.000001210058,0.0006758194,0.000002733914,0.000073674,0.0009805285,0.004177656,0.001876241],"study_design_scores_gemma":[0.0002891957,0.00001073132,0.9576584,0.000008258773,0.000008814814,0.000001065498,0.0004430658,0.0004217907,0.00001046217,0.001629288,0.0394646,0.0000543741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762591,0.0003713571,0.00001105854,0.002631295,0.00005666368,0.0001033139,0.000003112006,0.00001253085,0.02055153],"genre_scores_gemma":[0.9962063,0.0001317061,0.0001355519,0.001324144,0.00001520346,0.000004058537,0.00001878327,9.756502e-7,0.002163312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03528695,"threshold_uncertainty_score":0.2188655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009260755669844634,"score_gpt":0.2157391129963169,"score_spread":0.2064783573264723,"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."}}