{"id":"W7161021666","doi":"10.5958/0975-6884.2025.00017.4","title":"Indigenous Cultural Preservation: Theoretical Frameworks, Global Case Studies, and Contemporary Challenges in Anthropological Discourse","year":2025,"lang":"en","type":"article","venue":"Asian Man (The) - An International Journal","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Aotearoa; Maasai; Traditional knowledge; Dialectic; Navajo; Sociocultural evolution; Cultural analysis; Sovereignty","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01793351,0.0005966224,0.0006966385,0.005644092,0.01694355,0.01489204,0.002785777,0.003046189,0.004602332],"category_scores_gemma":[0.009753829,0.0003370146,0.0003230525,0.01057746,0.0515544,0.0134319,0.01053894,0.004244547,0.0001640556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01272734,"about_ca_system_score_gemma":0.006997057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01729438,"about_ca_topic_score_gemma":0.02422026,"domain_scores_codex":[0.9888811,0.009256337,0.00019811,0.0003855411,0.0004735054,0.0008053833],"domain_scores_gemma":[0.983942,0.01378651,0.0006758539,0.0007807615,0.00046134,0.0003536478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001279962,0.00007024079,0.001681374,0.0003264602,0.000007931139,0.0009624608,0.593082,0.0003111753,0.00008441733,0.3905016,0.001183619,0.01177598],"study_design_scores_gemma":[0.000005043334,0.0000195807,0.001175542,0.0007022077,0.000009701728,0.0003398017,0.9092017,0.0003912649,0.0001255687,0.05696744,0.03105074,0.00001134352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6379222,0.0260369,0.01315084,0.04261235,0.0003736809,0.0003002502,0.0001010365,0.00006245683,0.2794402],"genre_scores_gemma":[0.9918101,0.003764824,0.001816147,0.0005313979,0.0000521497,0.0001293766,0.0000182832,0.00001323954,0.001864559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01793351,"threshold_uncertainty_score":0.09484261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078610417598537,"score_gpt":0.4982550899764535,"score_spread":0.3903940482165997,"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."}}