{"id":"W4318393038","doi":"10.1200/go.22.00127","title":"Hypofractionation in Breast Cancer Radiotherapy Across World Bank Income Groups: Results of an International Survey","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto","funders":"Royal College of Physicians and Surgeons of Canada; National Cancer Institute; Canadian Association of Radiation Oncology","keywords":"Medicine; Breast cancer; Radiation therapy; Population; Internal medicine; Oncology; Regimen; Demography; Family medicine; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001102598,0.0001506441,0.0004691357,0.0002084805,0.00005568102,0.000006346038,0.0002204961,0.0002779065,0.0002266595],"category_scores_gemma":[0.0001666801,0.0001366286,0.0000657724,0.001161045,0.0002522737,0.0002735917,0.00003806301,0.0002771493,0.00001418705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001645,"about_ca_system_score_gemma":0.0003498908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001478897,"about_ca_topic_score_gemma":0.01618206,"domain_scores_codex":[0.9982291,0.0002804567,0.0005503145,0.0003637649,0.0002569818,0.000319338],"domain_scores_gemma":[0.9987112,0.0004698042,0.0002791192,0.0002390752,0.000206083,0.00009476868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009717492,0.0006677777,0.8354716,0.00001496452,0.0001673431,0.0001573777,0.0003295962,0.001629185,0.000525804,0.0004798459,0.003050293,0.1477887],"study_design_scores_gemma":[0.006996186,0.0004483341,0.9407845,0.00003525872,0.000008753878,0.0001851276,0.0000789537,0.002215744,0.00002616528,0.0003079777,0.04880113,0.0001118744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827113,0.0002126968,0.0001768814,0.00806946,0.003516907,0.000321402,0.001210444,0.00009775098,0.003683164],"genre_scores_gemma":[0.9914283,0.002246781,0.00193304,0.001823425,0.001076607,0.00006203527,0.00049386,0.00002082687,0.0009150974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1476768,"threshold_uncertainty_score":0.9029967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881519475452132,"score_gpt":0.4597864726715732,"score_spread":0.4309712779170519,"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."}}