{"id":"W4411065578","doi":"10.1186/s12939-025-02539-7","title":"Re-drawing the map: a case study of decolonized research methods &amp; methodologies","year":2025,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; Population Health Research Institute; McMaster University","funders":"Ontario HIV Treatment Network","keywords":"Health services research; Social policy; Public health; Journal of Public Health; Sociology; Health policy; Political science; Medicine; Health care reform; Law; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.07027191,0.001598753,0.001212281,0.003645715,0.03225745,0.01151571,0.007803939,0.007494933,0.00586255],"category_scores_gemma":[0.1059935,0.001421072,0.001705598,0.003534351,0.02929989,0.0129724,0.01670558,0.01054936,0.001666306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008588777,"about_ca_system_score_gemma":0.01463521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007021102,"about_ca_topic_score_gemma":0.01293774,"domain_scores_codex":[0.8536713,0.1279356,0.002154815,0.004106249,0.008027119,0.004105028],"domain_scores_gemma":[0.9126425,0.05608153,0.006120703,0.01251796,0.007379753,0.005257504],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007449402,0.0002725832,0.002562193,0.0006519578,0.00003119594,0.01066307,0.9178806,0.0006265059,0.0009148497,0.02177828,0.004495768,0.04004853],"study_design_scores_gemma":[0.00002459212,0.0002695886,0.001254324,0.001596467,0.00003617056,0.007613131,0.7569672,0.002573967,0.001600179,0.01422697,0.2137258,0.0001116083],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6556054,0.003880212,0.2007874,0.03997533,0.001559276,0.004193699,0.000216642,0.0005954335,0.09318656],"genre_scores_gemma":[0.8751314,0.002545891,0.09432539,0.004359635,0.0001539461,0.002520113,0.0001043483,0.0005532983,0.02030591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9677426,"threshold_uncertainty_score":0.3716378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9567255269649316,"score_gpt":0.8579723832897673,"score_spread":0.0987531436751643,"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."}}