{"id":"W4400653754","doi":"10.1245/s10434-024-15739-2","title":"ASO Visual Abstract: The Clinical Utility of a 7-Gene Biosignature on Radiation Therapy Decision Making in Patients with Ductal Carcinoma In Situ Following Breast-Conserving Surgery: An Updated Analysis of the DCISionRT® PREDICT Study","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"Medicine; Surgical oncology; Ductal carcinoma; In situ; General surgery; Breast cancer; Breast reconstruction; Mastectomy; Surgery; Oncology; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002463606,0.000415436,0.00063094,0.0005265265,0.0001093553,0.001362894,0.0005912915,0.0004125119,0.009486125],"category_scores_gemma":[0.01179936,0.0001336188,0.001001096,0.0006871258,0.0002681766,0.0005066275,0.000441893,0.0008245524,0.001333392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004948848,"about_ca_system_score_gemma":0.0006637483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266345,"about_ca_topic_score_gemma":0.002331669,"domain_scores_codex":[0.9989879,0.0004042032,0.00006675044,0.0001350811,0.0003518791,0.00005407601],"domain_scores_gemma":[0.9882741,0.007739967,0.001676409,0.0005038181,0.001314642,0.0004909787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08770708,0.0005474413,0.575203,0.003831983,0.007993612,0.0002045255,0.0001737072,0.003956665,0.002811073,0.001255649,0.1048656,0.2114495],"study_design_scores_gemma":[0.01529155,0.006713404,0.8756565,0.001153495,0.01488048,0.0005834778,0.0002153567,0.009069139,0.004947815,0.002581001,0.06873734,0.0001705144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8386682,0.01660473,0.002482896,0.006550264,0.001868093,0.0004478109,0.1010842,0.0002437398,0.03205014],"genre_scores_gemma":[0.9642177,0.002611595,0.001315291,0.002371846,0.001699925,0.0001657212,0.02080684,0.0001221429,0.006688957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009486125,"threshold_uncertainty_score":0.03173429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664416312184064,"score_gpt":0.4441431817731528,"score_spread":0.3974990186513121,"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."}}