{"id":"W7116676824","doi":"10.1177/16094069251397349","title":"Community Development-Grounded and Led: A Methodological Approach for Ethical, Community-Driven Inquiry With Roma in Ireland","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Romani and Gypsy Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Participatory action research; Action research; Accountability; Storytelling; Citizen journalism; Narrative; Narrative inquiry; Engaged scholarship; Community development; Social research","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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04300464,0.0001834927,0.0006763753,0.0004032528,0.000916754,0.00002572636,0.0005297955,0.000269339,0.00001012701],"category_scores_gemma":[0.00984168,0.0001256467,0.00006850066,0.0002113324,0.000432545,0.0001401539,0.0003464989,0.003863036,5.575364e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570511,"about_ca_system_score_gemma":0.0003641182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002673662,"about_ca_topic_score_gemma":0.0004281701,"domain_scores_codex":[0.9434416,0.05487246,0.001036542,0.0001235081,0.0002937994,0.0002320702],"domain_scores_gemma":[0.9545549,0.04354602,0.0006134147,0.0001394587,0.001078377,0.00006782829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003685861,0.0007696275,0.01523816,0.000529614,0.001937689,0.00001115509,0.9059409,0.00005869261,0.0009054946,0.04496724,0.002193537,0.02376205],"study_design_scores_gemma":[0.006862308,0.0009123046,0.1935197,0.00113835,0.00009079312,0.0000244906,0.7096288,0.0002147531,0.000206373,0.07967375,0.007444162,0.0002842637],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3717678,0.0001831455,0.6211613,0.004047027,0.0003499735,0.0003120608,0.000007508804,0.00001033582,0.002160904],"genre_scores_gemma":[0.2548421,0.00003283747,0.7429145,0.001778304,0.00006703389,0.00008497867,0.00001201138,0.000009935224,0.0002582832],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1963121,"threshold_uncertainty_score":0.9984989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8650830191609564,"score_gpt":0.7251871170618216,"score_spread":0.1398959020991348,"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."}}