{"id":"W4366825031","doi":"10.1016/j.breast.2023.04.007","title":"Partial Breast Irradiation","year":2023,"lang":"en","type":"review","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Cancer; Stage (stratigraphy); Intensive care medicine; Oncology; Medical physics; Surgery; 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":[0.0001583479,0.000382641,0.0005894718,0.00004373253,0.0001733252,0.00003421469,0.0003691928,0.00021919,0.00002720509],"category_scores_gemma":[0.00001517083,0.0002380983,0.0003880661,0.0002013532,0.0001137162,0.000001993641,0.0002459823,0.0001433184,0.0006388325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005622336,"about_ca_system_score_gemma":0.0001735773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008323734,"about_ca_topic_score_gemma":0.00004134948,"domain_scores_codex":[0.9986465,0.0001435416,0.0002945736,0.0004352773,0.0001598378,0.0003202791],"domain_scores_gemma":[0.9990202,0.00003677437,0.0002042274,0.0006340555,0.0000437276,0.00006102444],"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":[0.00002449413,0.00003936552,0.00002045806,0.00091024,0.0007653015,0.000004940313,0.0000238859,0.000001541678,0.000002339696,0.00008524872,0.00754454,0.9905776],"study_design_scores_gemma":[0.0001833064,0.00001850053,0.0007415133,0.000950417,0.0007901252,0.001231836,0.00001570006,9.393442e-7,0.000001726828,0.0000215133,0.9957552,0.0002892321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001095706,0.9973314,0.000009875955,0.0002965751,0.0003928106,0.0004186873,0.001029986,0.00005670153,0.0004530018],"genre_scores_gemma":[0.0001846201,0.9953551,0.000007641273,0.00004769522,0.0020107,0.000302524,0.001075593,0.00009292831,0.0009232506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9902884,"threshold_uncertainty_score":0.9709367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154735797831621,"score_gpt":0.3277137414937707,"score_spread":0.2861663835154545,"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."}}