{"id":"W4413891898","doi":"10.3332/ecancer.2025.1981","title":"Bridging Gaps in Breast Cancer Care: A Breast Cancer Care Quality Index to Improve Outcomes Worldwide","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"AstraZeneca","keywords":"Medicine; Breast cancer; Bridging (networking); Cancer; Family medicine; Oncology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006898212,0.0004357712,0.0009248634,0.0004749376,0.000289039,0.00009963814,0.0007700436,0.0001919543,0.0005529876],"category_scores_gemma":[0.0003142393,0.0003716508,0.0001968481,0.002715123,0.0005341587,0.0003502674,0.0003794632,0.000714926,0.00002096808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300838,"about_ca_system_score_gemma":0.004053177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0588204,"about_ca_topic_score_gemma":0.0256099,"domain_scores_codex":[0.9950101,0.00009844772,0.0008605146,0.001265025,0.001528018,0.001237936],"domain_scores_gemma":[0.9976637,0.0001202422,0.0001962121,0.0007443545,0.0005642569,0.0007112051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002997826,0.00004023306,0.8052084,0.000325716,0.00003011257,0.00005209004,0.001869561,0.0003187694,0.001010535,0.0001172162,0.001930553,0.188797],"study_design_scores_gemma":[0.00180925,0.00004101434,0.9876189,0.002598773,0.00006124166,0.00002699561,0.00345918,0.0003697696,0.0005099773,0.00004821996,0.003044333,0.0004123225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189222,0.007243444,0.0008565118,0.0636037,0.002755477,0.001319003,0.0007024501,0.0002022832,0.00439491],"genre_scores_gemma":[0.9776756,0.000423158,0.0001878695,0.01978329,0.0004468505,0.0005541961,0.000007697007,0.00002448158,0.0008969136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883847,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023179481466241,"score_gpt":0.3873495201425667,"score_spread":0.3641700386763257,"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."}}