{"id":"W4414400044","doi":"10.1080/13645579.2025.2564127","title":"Sankofa: towards African-centred research methodological framework","year":2025,"lang":"en","type":"article","venue":"International Journal of Social Research Methodology","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Research methodology; Qualitative research; Data collection; Social research; Research design","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":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.04672528,0.0001415347,0.0006037629,0.0008177119,0.001641753,0.0001853863,0.002154091,0.0004812888,0.00106282],"category_scores_gemma":[0.1278671,0.0001056387,0.0003382461,0.001822454,0.003842147,0.0001908957,0.0007487842,0.002817233,0.00004078164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009363531,"about_ca_system_score_gemma":0.001253434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196772,"about_ca_topic_score_gemma":0.0001505557,"domain_scores_codex":[0.964931,0.02962098,0.0007160435,0.0003221387,0.003491916,0.0009179147],"domain_scores_gemma":[0.960153,0.03149298,0.0002425916,0.0001139564,0.007757706,0.0002397763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008760198,0.0001642393,0.0003340853,0.000007447365,0.0004251298,0.0001171056,0.0268859,0.000001852779,0.0005682691,0.881344,0.01776165,0.07151429],"study_design_scores_gemma":[0.0002405334,0.000128203,0.0027132,0.00004038647,0.00001169773,0.000004485417,0.03147417,0.00000115162,0.000124071,0.6166351,0.3485557,0.00007125867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03490623,0.003571157,0.01553348,0.6531876,0.004951875,0.0004835568,0.0000286964,0.00005412051,0.2872833],"genre_scores_gemma":[0.9392841,0.001813498,0.04838887,0.0007604567,0.00581701,0.00002504974,0.000001923395,0.00001154375,0.003897583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9043778,"threshold_uncertainty_score":0.9998503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8688634121550547,"score_gpt":0.6898862487658708,"score_spread":0.1789771633891839,"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."}}