{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002080046,0.0001961342,0.0002046101,0.0008624895,0.0002763241,0.0004661279,0.0002738913,0.0002642716,0.001445607],"category_scores_gemma":[0.00639368,0.0001627876,0.000387759,0.001744151,0.0002664888,0.0006443157,0.0005874193,0.0004379447,0.0002354324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004678906,"about_ca_system_score_gemma":0.0005092315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008986796,"about_ca_topic_score_gemma":0.007206519,"domain_scores_codex":[0.9988747,0.0004128082,0.0001863316,0.0001398413,0.0002403407,0.0001459847],"domain_scores_gemma":[0.9929293,0.001255295,0.004487252,0.0002024486,0.0006484001,0.000477295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003860793,0.0000379083,0.9938956,0.00004406243,0.00003232884,0.00001932776,0.0006033805,0.00005244923,0.00006022982,0.00002033797,0.0006743584,0.004521318],"study_design_scores_gemma":[0.00000378852,0.00004153155,0.9982476,0.00002228687,0.00001041239,0.00004351946,0.0008676361,0.00005652246,0.00003307192,0.00000690286,0.0006633543,0.000003512601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995673,0.0007309595,0.0001458945,0.0003880431,0.000009260246,0.00004754156,0.001615582,0.000004975924,0.001384729],"genre_scores_gemma":[0.9976683,0.0007423874,0.0001740327,0.0001875075,0.00001324515,0.00006837472,0.0009325813,0.00000318718,0.0002103849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008986796,"threshold_uncertainty_score":0.017869,"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."}}