{"id":"W2801710636","doi":"10.1245/s10434-018-6454-1","title":"Predictors of Residual Disease After Breast Conservation Surgery","year":2018,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba; University of Ottawa; University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Lumpectomy; Breast cancer; Surgical oncology; Retrospective cohort study; Surgery; Mastectomy; Cancer; Breast-conserving surgery; Wide local excision; Internal medicine","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":[0.0001977982,0.0001100853,0.0002845788,0.00004597173,0.00002639794,0.000001731606,0.0000712778,0.0001159211,0.00009691613],"category_scores_gemma":[0.00004107743,0.00009373468,0.0001292145,0.00008436024,0.0005912263,0.000004336085,0.00008954068,0.00003287006,0.000005766746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007161559,"about_ca_system_score_gemma":0.0001906588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006037679,"about_ca_topic_score_gemma":0.0000474327,"domain_scores_codex":[0.9990652,0.000108623,0.0003044696,0.0002162471,0.0001195627,0.0001858961],"domain_scores_gemma":[0.9990787,0.0001200495,0.0001588205,0.0002009727,0.0003446629,0.00009683167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009967149,0.0007549648,0.9039978,0.00006228896,0.0005080897,0.00007511466,0.00008891588,0.000001545892,0.001816361,0.0002014611,0.07255817,0.009968163],"study_design_scores_gemma":[0.0006016837,0.0004922331,0.7278839,0.00003304493,0.0000556954,0.0000314071,0.00002384571,0.000001158193,0.01660353,0.0001190669,0.2540328,0.0001216375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889246,0.0008433601,0.000007268778,0.008554636,0.0001849406,0.00007824122,0.0002194928,0.000006717181,0.001180701],"genre_scores_gemma":[0.9974105,0.001399829,0.00003916467,0.0004520676,0.000486781,0.00002663576,0.00009162421,0.000009768972,0.00008358234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814746,"threshold_uncertainty_score":0.3822389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0334801982738627,"score_gpt":0.3217419890653837,"score_spread":0.288261790791521,"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."}}