{"id":"W4413054533","doi":"10.1186/s40900-025-00760-w","title":"Advancing equity in cancer research through principled partnership: stakeholder engagement practices in The Social Interventions for Support during Treatment for Endometrial cancer and Recurrence (SISTER) Study","year":2025,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Michael Smith Health Research BC","funders":"Patient-Centered Outcomes Research Institute","keywords":"Stakeholder engagement; Community engagement; Psychological intervention; Stakeholder; Community-based participatory research; Operationalization; Public relations; Health equity; General partnership; Participatory action research; Medicine; Psychology; Medical education; Nursing; Sociology; Political science; Public health","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.4085318,0.0007003986,0.001121174,0.001015427,0.01026946,0.008715853,0.004302608,0.005545205,0.003192478],"category_scores_gemma":[0.2824819,0.0009354496,0.002171957,0.001276582,0.01290645,0.008401001,0.02224485,0.01504589,0.0006203519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00784504,"about_ca_system_score_gemma":0.05581503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005301191,"about_ca_topic_score_gemma":0.01433935,"domain_scores_codex":[0.3866508,0.5954568,0.005330302,0.002823257,0.006445776,0.003292953],"domain_scores_gemma":[0.7001081,0.2473591,0.007717581,0.01549598,0.01367679,0.01564245],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001307012,0.00200284,0.01005587,0.009693817,0.0008030619,0.0009422957,0.4468334,0.001432862,0.001470416,0.1379582,0.05773764,0.3297626],"study_design_scores_gemma":[0.003360831,0.005331477,0.00906044,0.0223891,0.0007532318,0.0005388672,0.2454475,0.003271999,0.003010783,0.1712472,0.5351385,0.0004499337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1281601,0.01146583,0.1267371,0.6725885,0.008058909,0.02525457,0.0004822779,0.0002858123,0.02696681],"genre_scores_gemma":[0.5991091,0.007594237,0.2124095,0.1186648,0.001662628,0.0552751,0.0002921814,0.0003163736,0.004676102],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9956974,"threshold_uncertainty_score":0.7293857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9279136914496122,"score_gpt":0.701820897239843,"score_spread":0.2260927942097692,"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."}}