{"id":"W3014602666","doi":"10.1001/jamaoncol.2020.0249","title":"Effect of Delayed Targeted Intraoperative Radiotherapy vs Whole-Breast Radiotherapy on Local Recurrence and Survival","year":2020,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"St. Olavs Hospital Universitetssykehuset i Trondheim; Uniwersytet Medyczny w Lublinie; Universität des Saarlandes; University College London; University of Southern California; National Institute for Health and Care Research; Universitätsspital Zürich; Norges Teknisk-Naturvitenskapelige Universitet; University of Oxford","keywords":"Medicine; Lumpectomy; Radiation therapy; Mastectomy; Breast cancer; Randomized controlled trial; External beam radiotherapy; Surgery; Intraoperative radiotherapy; Cancer; Radiology; Brachytherapy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001934811,0.0002558069,0.0005049133,0.00002994705,0.00006497624,0.000009909197,0.0001431126,0.0002343389,0.00003375504],"category_scores_gemma":[0.00006049526,0.0002030835,0.00008159293,0.0001113099,0.00036418,0.000005483785,0.00005309087,0.0001595383,0.000003531405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009353585,"about_ca_system_score_gemma":0.0001008646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000599714,"about_ca_topic_score_gemma":0.00003629097,"domain_scores_codex":[0.9985858,0.0003868249,0.0002175472,0.0004588439,0.0001116559,0.000239331],"domain_scores_gemma":[0.9993531,0.0001638708,0.0001131144,0.0001781824,0.0000736401,0.0001180726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03854604,0.0003633772,0.01476604,0.00009951325,0.001605193,0.00005115435,0.001927692,0.0002734786,0.3798101,0.0002241553,0.009094876,0.5532384],"study_design_scores_gemma":[0.04291142,0.1029228,0.05393423,0.000112489,0.0003046134,0.0003517698,0.0005880682,0.002037353,0.611119,0.00003620929,0.1843274,0.00135475],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809078,0.004107992,0.003420752,0.01026321,0.0002762034,0.0004469276,0.0002124782,0.00002350298,0.0003411496],"genre_scores_gemma":[0.9958715,0.001083568,0.0005206235,0.00189201,0.0004356832,0.0000590155,0.00009354503,0.00002745424,0.00001664026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5518836,"threshold_uncertainty_score":0.8281503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007730415757261636,"score_gpt":0.2830973617822725,"score_spread":0.2753669460250109,"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."}}