{"id":"W3042393456","doi":"10.3747/co.27.6059","title":"Tumour Response 3 Months after Neoadjuvant Single-Fraction Radiotherapy for Low-Risk Breast Cancer","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Breast-conserving surgery; Stage (stratigraphy); Neoadjuvant therapy; Oncology; Clinical endpoint; Adjuvant; Internal medicine; Surgery; Clinical trial; Cancer; Mastectomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001164392,0.0002337321,0.0003001613,0.0000324258,0.00009841159,0.00001393876,0.0001248778,0.0001414002,0.0000689311],"category_scores_gemma":[0.00009033074,0.0002114309,0.0001578555,0.00007823466,0.00009670274,0.000006632706,0.00006531725,0.000124664,0.00001014067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836768,"about_ca_system_score_gemma":0.0001805226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003199402,"about_ca_topic_score_gemma":0.00008598481,"domain_scores_codex":[0.9986851,0.0001735472,0.0002269097,0.0005027789,0.00008983255,0.000321893],"domain_scores_gemma":[0.999312,0.00006839383,0.0001677336,0.0001811165,0.000136921,0.0001337661],"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":[0.05718536,0.001288796,0.0847326,0.0001144621,0.0006595415,0.00001914699,0.0009875655,0.0001850236,0.348123,0.000005796244,0.03507625,0.4716224],"study_design_scores_gemma":[0.006519366,0.001932402,0.2055674,0.00005156197,0.000224477,0.00004379364,0.0002000221,0.0003809657,0.02611466,0.00002515945,0.7584445,0.0004956873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674214,0.01584549,0.004356951,0.00962357,0.001217605,0.0006004546,0.0008638652,0.0000414332,0.00002920362],"genre_scores_gemma":[0.9934847,0.002399063,0.0004581581,0.0009159566,0.001801839,0.0007838098,0.00008492536,0.00004409916,0.00002748164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7233683,"threshold_uncertainty_score":0.8621901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104936998541227,"score_gpt":0.3531617802030065,"score_spread":0.3121124102175942,"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."}}