{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07651535,0.0008542772,0.0009571302,0.005102238,0.008887301,0.009674962,0.002359973,0.002538713,0.004827298],"category_scores_gemma":[0.05410155,0.0008597812,0.0005246731,0.004333757,0.01884121,0.008559217,0.01142914,0.004657254,0.0006724669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01088529,"about_ca_system_score_gemma":0.0245334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00374957,"about_ca_topic_score_gemma":0.007860539,"domain_scores_codex":[0.9500567,0.0449117,0.001182894,0.001515623,0.001281128,0.001052049],"domain_scores_gemma":[0.9547465,0.03218481,0.002521831,0.004128999,0.004926006,0.001491931],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001059488,0.00009450545,0.004577903,0.002102517,0.00002956564,0.0008157445,0.3693095,0.0004743998,0.0017508,0.5615274,0.003615569,0.05559614],"study_design_scores_gemma":[0.00007701659,0.000134034,0.002775373,0.008137476,0.00004563552,0.0007902441,0.3605756,0.00187199,0.001337894,0.333853,0.290355,0.00004658743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1592669,0.0169613,0.5713726,0.1126713,0.002376719,0.01157348,0.001046325,0.0003016416,0.1244297],"genre_scores_gemma":[0.4368255,0.004585037,0.519872,0.005207976,0.0001596783,0.02271413,0.0002503883,0.000123436,0.01026183],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9234847,"threshold_uncertainty_score":0.4046566,"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."}}