{"id":"W4410312512","doi":"10.1186/s40900-025-00721-3","title":"Engaging Indigenous partners in health service transformation: a framework for sustained engagement built on trust","year":2025,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; Thunder Bay Regional Research Institute; WiLAN (Canada); McGill University; Douglas Mental Health University Institute; Women's College Hospital; Lakehead University","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; General partnership; Public relations; Context (archaeology); Community engagement; Mental health; Service provider; Service (business); Sociology; Political science; Medicine; Business; Marketing; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07594007,0.001300204,0.001112357,0.003667059,0.02963027,0.02239599,0.006198592,0.01132279,0.004325017],"category_scores_gemma":[0.0411496,0.001127003,0.001805141,0.002312351,0.1127081,0.02722192,0.03921137,0.01444761,0.0008290613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03508572,"about_ca_system_score_gemma":0.08788408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04667455,"about_ca_topic_score_gemma":0.04148299,"domain_scores_codex":[0.9090897,0.06987056,0.00244502,0.004337919,0.005142531,0.009114308],"domain_scores_gemma":[0.9587842,0.01985184,0.002893117,0.002990471,0.004481772,0.01099861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002390445,0.00006921158,0.001944485,0.0003384709,0.00003258712,0.0009349888,0.3040336,0.0006486173,0.0001881116,0.6749461,0.003565023,0.01327492],"study_design_scores_gemma":[0.00003753423,0.0001596087,0.001564904,0.001665645,0.00005538599,0.0006833803,0.2374244,0.001502193,0.0002720983,0.580628,0.1758939,0.0001128759],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07019569,0.01005048,0.2392733,0.3058219,0.002228949,0.002792932,0.000151016,0.0003810327,0.3691047],"genre_scores_gemma":[0.9395051,0.00258603,0.04017898,0.00715084,0.0001985653,0.001430841,0.00005327815,0.000114125,0.008782156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07594007,"threshold_uncertainty_score":0.4016143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1719388031326981,"score_gpt":0.4582661240352313,"score_spread":0.2863273209025332,"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."}}