{"id":"W3198620963","doi":"10.21037/abs-20-133","title":"Pre-operative partial breast irradiation: revolutionizing radiation treatment for women with early stage breast cancer","year":2021,"lang":"en","type":"article","venue":"Annals of Breast Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Cosmesis; Medicine; Breast cancer; Stage (stratigraphy); Clinical trial; Radiation therapy; Adjuvant; Adjuvant radiotherapy; Cancer; Oncology; Surgery; Medical physics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001786222,0.0003026147,0.0004537103,0.00006892261,0.0001996586,0.00003942124,0.00006973811,0.0001094288,0.00009046972],"category_scores_gemma":[0.00002229947,0.0002643207,0.000185528,0.0002183803,0.000112744,0.00003713771,0.00004083586,0.00004399313,0.000002667678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133986,"about_ca_system_score_gemma":0.0006642842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006467717,"about_ca_topic_score_gemma":0.0002321232,"domain_scores_codex":[0.9982947,0.0001113678,0.0003612698,0.0005392195,0.0002062557,0.0004871916],"domain_scores_gemma":[0.9984933,0.0000821346,0.0002682176,0.0003523126,0.0006573973,0.0001467103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008984311,0.00132823,0.7927538,0.0002150718,0.004024459,0.00003092755,0.002234119,0.00125938,0.01627482,0.0001455748,0.004220097,0.1685292],"study_design_scores_gemma":[0.001149572,0.0001812524,0.969478,0.00009452612,0.00007355527,0.000214316,0.000311094,0.00002546976,0.02430549,0.00001592555,0.003824216,0.0003266326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886674,0.002069025,0.0002985974,0.003692665,0.0001871474,0.0003397068,0.004638299,0.00002369759,0.00008350277],"genre_scores_gemma":[0.9956325,0.001473057,0.00008915781,0.0002215392,0.0006583453,0.0006929385,0.0005027008,0.0000432727,0.000686446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1767241,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03192145403772174,"score_gpt":0.3059182777182086,"score_spread":0.2739968236804869,"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."}}