{"id":"W2601903257","doi":"10.7759/cureus.1128","title":"Effect of Referral Patterns and Treatment Type on Oncologic Outcomes for Women with Ductal Carcinoma In Situ","year":2017,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; BC Cancer Agency","funders":"Canadian Breast Cancer Research Alliance","keywords":"Medicine; Mastectomy; Ductal carcinoma; Breast cancer; Cohort; Breast-conserving surgery; Internal medicine; Radiation therapy; Population; Total Mastectomy; Referral; Cancer registry; Cancer; Gynecology; Oncology","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":[0.0007961042,0.0001377426,0.0002534873,0.0005272723,0.0003372023,0.0005944463,0.0003448465,0.0005211731,0.001405683],"category_scores_gemma":[0.005195701,0.0001365213,0.0004123452,0.0008437253,0.000294933,0.0004609876,0.00037882,0.0003609527,0.0002195318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152447,"about_ca_system_score_gemma":0.0003292371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00408583,"about_ca_topic_score_gemma":0.007553937,"domain_scores_codex":[0.9992988,0.0002473712,0.00007732283,0.0001381691,0.0001124873,0.0001259231],"domain_scores_gemma":[0.9967543,0.0008053557,0.001795537,0.0000969652,0.0001760054,0.0003718229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005656899,0.00001409797,0.999079,0.000004088062,0.00001933407,0.00004299169,0.00002186523,0.00001687721,0.00003994511,0.000002873556,0.00003659422,0.0006657277],"study_design_scores_gemma":[0.000005984783,0.00008626231,0.999171,0.000007238231,0.00002113667,0.0003221667,0.0001831881,0.00009487489,0.00002749133,0.00001052672,0.00006833706,0.000001698777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992577,0.0003562939,0.0000227245,0.00009350148,0.000005826459,0.000003031965,0.000104749,0.000001638653,0.0001545356],"genre_scores_gemma":[0.9996642,0.00009858057,0.00001944802,0.00002558665,0.000008982007,0.00000254906,0.0001253781,9.349376e-7,0.00005442859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00408583,"threshold_uncertainty_score":0.008124113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220942476626959,"score_gpt":0.3124127974907097,"score_spread":0.2902033727244401,"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."}}