{"id":"W7103187843","doi":"10.25411/aru.30499400","title":"Conceptualizing and prototyping an open web-based decolonial methodological platform to facilitate the digitization and equitable management of indigenous knowledge.","year":2025,"lang":"","type":"dissertation","venue":"Anglia Ruskin Research Online (Anglia Ruskin University)","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Traditional knowledge; Participatory action research; Citizen journalism; Participatory design; Colonialism; Digitization","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008892682,0.0006030487,0.0009997798,0.001732272,0.01404671,0.0005753981,0.002512132,0.0008054874,0.0001277522],"category_scores_gemma":[0.0001725655,0.000532378,0.0001364652,0.004157377,0.001358214,0.001016226,0.0002719878,0.001133576,0.00001250679],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256666,"about_ca_system_score_gemma":0.02162001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06342666,"about_ca_topic_score_gemma":0.5543154,"domain_scores_codex":[0.9904869,0.004040895,0.0009128543,0.001535041,0.001148826,0.001875468],"domain_scores_gemma":[0.9937418,0.002216024,0.000527032,0.0007280087,0.002071164,0.0007159534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003519853,0.002354892,0.0009301296,0.003400946,0.0005293633,0.0001382521,0.6431172,0.0001527181,0.00004003432,0.3162137,0.0002089597,0.02939392],"study_design_scores_gemma":[0.003204347,0.002953528,0.004556736,0.002384051,0.000417582,0.000002474129,0.3330768,0.0008750215,0.0003306425,0.00435899,0.6467251,0.001114658],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9088521,0.001366692,0.000417319,0.0004022153,0.0007059106,0.01531142,0.0004847176,0.00007845167,0.07238115],"genre_scores_gemma":[0.6876236,0.0546334,0.01861534,0.0001833607,0.0009115015,0.0002296116,0.003937169,0.00020109,0.2336649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6465162,"threshold_uncertainty_score":0.9997128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2532186624302031,"score_gpt":0.4585085588919031,"score_spread":0.2052898964617,"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."}}