{"id":"W4411164006","doi":"10.1186/s40900-025-00743-x","title":"Engaging for equity: Lessons from a cross-sector partnership addressing prostate cancer risk in the black community","year":2025,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Princess Margaret Cancer Centre; The Hearing Foundation of Canada; University Health Network","funders":"University of Toronto","keywords":"General partnership; Equity (law); Prostate cancer; Health equity; Business; Political science; Public relations; Medicine; Cancer; Finance; Nursing; Public health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01812484,0.0003828201,0.0005802633,0.0003950608,0.001886573,0.0006897574,0.0007266895,0.0003432055,0.0001097989],"category_scores_gemma":[0.00105402,0.0002839679,0.00016642,0.0004954481,0.0005068454,0.0001516023,0.0009698908,0.009569342,0.000005022194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009088184,"about_ca_system_score_gemma":0.0007359301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02209116,"about_ca_topic_score_gemma":0.004060516,"domain_scores_codex":[0.9920577,0.003681989,0.0005710751,0.0006429602,0.001736055,0.001310158],"domain_scores_gemma":[0.9951134,0.003310862,0.0001784265,0.0008772421,0.0003937126,0.0001263585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004622657,0.000131635,0.06347411,0.002911472,0.0003785229,0.0001520181,0.01237599,0.00003883084,0.00005731233,0.000072364,0.904652,0.01529345],"study_design_scores_gemma":[0.003527112,0.0004983142,0.02123633,0.006410879,0.0003145576,8.071021e-7,0.01780967,0.0009306562,0.0002217256,0.004221163,0.944397,0.0004317851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3408292,0.008551294,0.0001647968,0.6328552,0.0003789906,0.008430541,0.001300795,0.00009881957,0.007390426],"genre_scores_gemma":[0.6351118,0.005905188,0.0004442089,0.3458791,0.003421932,0.004031524,0.001818098,0.0000842147,0.003303985],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2942826,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7358053688723325,"score_gpt":0.5712088124950607,"score_spread":0.1645965563772718,"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."}}