{"id":"W4407985993","doi":"10.3389/fonc.2025.1469037","title":"Improving equity and wellness in cancer care with people of Latin American and African Descent: a study protocol","year":2025,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Queen's University; University of Calgary; University of Alberta","funders":"Canadian Cancer Society","keywords":"Latin Americans; African descent; Equity (law); Protocol (science); Medicine; Health equity; Cancer; Gerontology; Political science; Alternative medicine; Internal medicine; Nursing; Sociology; Public health; Pathology","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":[0.07817408,0.003507459,0.004574305,0.004525993,0.01476205,0.005512653,0.006367781,0.006864916,0.05319136],"category_scores_gemma":[0.03109386,0.005237152,0.004572481,0.004542882,0.004602515,0.004872547,0.006357344,0.01116452,0.01229586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01748386,"about_ca_system_score_gemma":0.09951407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03052554,"about_ca_topic_score_gemma":0.06734701,"domain_scores_codex":[0.973947,0.01545351,0.003709733,0.00198262,0.00179404,0.003112997],"domain_scores_gemma":[0.968693,0.008127641,0.002360287,0.00372944,0.01124271,0.005846943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08056796,0.07017345,0.02179459,0.07808905,0.0009324232,0.007425016,0.1166134,0.009868791,0.008332783,0.03583296,0.181633,0.3887365],"study_design_scores_gemma":[0.1452784,0.02738212,0.0492327,0.04074258,0.0008554846,0.0009600483,0.07982126,0.005562035,0.005178805,0.02621552,0.6176543,0.00111667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001290291,0.00006542615,0.001071394,0.0002022742,0.00005262256,0.9956663,0.0008007959,0.00002206035,0.0008288431],"genre_scores_gemma":[0.0005874473,0.00007588011,0.001821184,0.00007986787,0.000008833879,0.997085,0.0001211015,0.000001933841,0.0002188099],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07817408,"threshold_uncertainty_score":0.413429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390214790769517,"score_gpt":0.3489266011707583,"score_spread":0.3350244532630631,"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."}}