{"id":"W1531458427","doi":"10.1007/s10549-015-3464-6","title":"A population-based validation study of the DCIS Score predicting recurrence risk in individuals treated by breast-conserving surgery alone","year":2015,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":235,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Thunder Bay Regional Health Sciences Centre; Mount Sinai Hospital; Kingston General Hospital; Juravinski Hospital; London Health Sciences Centre; Health Sciences North; University of Toronto; Ottawa Hospital; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society Research Institute; Institute for Clinical Evaluative Sciences; Ontario Ministry of Health and Long-Term Care; Genomic Health","keywords":"Medicine; Ductal carcinoma; Breast cancer; Hazard ratio; Internal medicine; Cohort; Breast-conserving surgery; Population; Oncology; Proportional hazards model; Mastectomy; Gynecology; Cancer; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005618804,0.0002196406,0.0003043383,0.0001391626,0.0002167184,0.00003672666,0.0001363261,0.00007532773,0.000009942155],"category_scores_gemma":[0.00009537375,0.0001524339,0.00005661836,0.0004752722,0.0001132503,0.00001416833,0.0001288665,0.000107753,6.959939e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196642,"about_ca_system_score_gemma":0.0003483622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07796453,"about_ca_topic_score_gemma":0.01093397,"domain_scores_codex":[0.9978332,0.0005202171,0.0003131772,0.0004927823,0.0004710669,0.0003695862],"domain_scores_gemma":[0.9988797,0.0001543286,0.0001751981,0.0003855664,0.0002718143,0.0001334397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005190421,0.001128259,0.9801902,0.00001369966,0.0002246965,0.000002475676,0.0003572932,0.00009455983,0.0001765351,4.910441e-7,0.000230717,0.01706204],"study_design_scores_gemma":[0.003168809,0.0003869768,0.9916601,0.0001359953,0.00006509298,0.00001655983,0.0005408882,0.00004166509,0.003818868,0.00002208021,0.00002059066,0.0001223686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959771,0.001474199,0.000001813775,0.0004650546,0.00005273886,0.0008420257,0.001161586,0.00001019112,0.00001529411],"genre_scores_gemma":[0.998711,0.0003039249,0.00001241109,0.000009338477,0.00006574383,0.0006289195,0.0002234094,0.00002049575,0.00002471236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06703056,"threshold_uncertainty_score":0.9281754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06391129614555653,"score_gpt":0.3411308198548659,"score_spread":0.2772195237093094,"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."}}