{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002122478,0.000354743,0.0004522288,0.0005770224,0.0005215269,0.0005440149,0.0003916491,0.0005276826,0.0008385701],"category_scores_gemma":[0.005110887,0.0003090246,0.0006163074,0.0005701964,0.0004221894,0.000437264,0.0004817802,0.000734631,0.0003683257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003352357,"about_ca_system_score_gemma":0.0003620231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002854637,"about_ca_topic_score_gemma":0.002524388,"domain_scores_codex":[0.9985822,0.0005829954,0.00007782129,0.0004061651,0.0002249756,0.0001258204],"domain_scores_gemma":[0.997191,0.0009474247,0.0005997113,0.0007024187,0.0003016872,0.0002577066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003429921,0.0001595655,0.9973828,0.000003846065,0.0001110152,0.00004396034,0.00007017162,0.0000698548,0.0003755794,0.00002027759,0.00007900728,0.001340845],"study_design_scores_gemma":[0.00005388443,0.0009418302,0.9975119,0.000002587852,0.0000900748,0.0002444933,0.0000822334,0.000615784,0.0001332778,0.00003720529,0.0002802718,0.000006489183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993864,0.00004069562,0.0002356861,0.00001188065,0.000003879507,0.00001735595,0.0001150497,0.000002580337,0.0001863163],"genre_scores_gemma":[0.9992625,0.00002685608,0.0001651592,0.00002952175,0.00001271878,0.00002279594,0.0003398107,0.000003206192,0.0001372992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002854637,"threshold_uncertainty_score":0.01122487,"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."}}