{"id":"W2998198400","doi":"10.3747/co.26.5225","title":"Recurrence and Mortality after Breast-Conserving Surgery without Radiation","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Princess Margaret Cancer Centre; London Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Hazard ratio; Breast cancer; Internal medicine; Comorbidity; Confidence interval; Retrospective cohort study; Randomized controlled trial; Cancer; Cohort; Radiation therapy; Stage (stratigraphy); Cause of death; Breast-conserving surgery; Surgery; Proportional hazards model; Oncology; Disease; Mastectomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001603311,0.0001450897,0.0002270829,0.00003627449,0.00004267335,0.00001071756,0.00006181371,0.00009434279,0.00004456314],"category_scores_gemma":[0.00003829021,0.0001350007,0.0000580152,0.00005341308,0.00008918145,0.000006491544,0.0001212756,0.000077166,0.00002644106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004859851,"about_ca_system_score_gemma":0.0001137391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002900568,"about_ca_topic_score_gemma":0.00007782722,"domain_scores_codex":[0.9990805,0.0000942019,0.0001683973,0.000371264,0.0000746266,0.0002110023],"domain_scores_gemma":[0.9995006,0.00004715643,0.0000944713,0.000234559,0.00006110152,0.00006208415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001174182,0.00007787882,0.9158092,0.00004105137,0.00005280376,0.000001407282,0.00007139661,6.358249e-7,0.0004449152,0.000009058509,0.0006539041,0.08272032],"study_design_scores_gemma":[0.0004730602,0.00005739979,0.9720653,0.0000351815,0.00004074615,0.00004895408,0.00004253478,0.00001778831,0.0005077434,0.00003675673,0.02651968,0.000154795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909297,0.007113113,0.00004534179,0.0002491866,0.001160956,0.0001752415,0.0000438453,0.00001225971,0.0002703434],"genre_scores_gemma":[0.9981096,0.001274479,0.00004413242,0.0001095925,0.0002493194,0.00008267226,0.00009050726,0.00001108473,0.00002861458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08256552,"threshold_uncertainty_score":0.5505167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797750112469036,"score_gpt":0.3482352566276715,"score_spread":0.3102577555029811,"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."}}