{"id":"W4414905460","doi":"10.1177/10497323251376238","title":"Integrating Equity, Diversity, and Inclusion Principles Into Qualitative Research Design","year":2025,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Capital District Health Authority; McGill University; Dalhousie University","funders":"Research Nova Scotia; Canadian Institutes of Health Research; Faculty of Health, Dalhousie University","keywords":"Qualitative research; Reflexivity; Inclusion (mineral); Research design; Inclusion–exclusion principle; Qualitative analysis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.2508769,0.0001935763,0.0004541072,0.00123375,0.06136882,0.0002313045,0.001332559,0.0002493454,0.00009288368],"category_scores_gemma":[0.02382159,0.0001917766,0.00007156144,0.003237446,0.004008524,0.0005845625,0.05117764,0.001898965,0.00005212206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002392453,"about_ca_system_score_gemma":0.003363061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1146371,"about_ca_topic_score_gemma":0.01283774,"domain_scores_codex":[0.8840625,0.1071321,0.0007312415,0.0009825981,0.005102612,0.001988963],"domain_scores_gemma":[0.9681516,0.02734147,0.000170933,0.0004032434,0.003367139,0.0005655756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009975602,0.00009571185,0.0002672306,0.0002510121,0.00002237084,0.000002290455,0.5816951,0.000001107181,0.00002006045,0.4055371,0.003201242,0.008807027],"study_design_scores_gemma":[0.0002814361,0.0002968418,0.000372249,0.0001907825,0.000002154755,6.701127e-8,0.5903248,0.00005289445,0.00003971974,0.3963995,0.01193637,0.0001032024],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4241846,0.007512697,0.06460894,0.2841407,0.0006674062,0.007016352,0.00009090114,0.0003608608,0.2114175],"genre_scores_gemma":[0.9855381,0.001052809,0.007408966,0.0007686798,0.00006953868,0.00005723404,0.0000104323,0.000011099,0.005083178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613534,"threshold_uncertainty_score":0.998702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8960884826405661,"score_gpt":0.7034842064236725,"score_spread":0.1926042762168936,"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."}}