{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008966031,0.0001517991,0.0003071899,0.0005034292,0.0003145555,0.0005899486,0.0003469834,0.0003464629,0.00147991],"category_scores_gemma":[0.00330333,0.0001088551,0.0004434059,0.0007230648,0.0003648764,0.0004095003,0.0002693184,0.0007010014,0.0001155979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601688,"about_ca_system_score_gemma":0.000480295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003998848,"about_ca_topic_score_gemma":0.005239761,"domain_scores_codex":[0.9995885,0.000137562,0.00003868972,0.00005655312,0.00006555398,0.0001131128],"domain_scores_gemma":[0.9975699,0.00109678,0.0006230667,0.0001604056,0.0001389827,0.0004108619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006296783,0.00006767934,0.9953704,0.00001776286,0.00006108943,0.00006917411,0.0000609288,0.00006398902,0.0002652921,0.00002489259,0.00005715315,0.003311959],"study_design_scores_gemma":[0.000006534504,0.0002478145,0.998933,0.000007571668,0.00006698196,0.0001147538,0.0001677422,0.00006671655,0.0001286048,0.00002761296,0.0002302778,0.00000233286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978942,0.001395312,0.00002629638,0.00006687989,0.000009583971,0.000002593019,0.0001018614,0.000001327083,0.0005019124],"genre_scores_gemma":[0.9994258,0.0002302056,0.00001306604,0.00001791128,0.00001296118,0.000001460577,0.0001210422,6.848203e-7,0.0001768249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003998848,"threshold_uncertainty_score":0.00795114,"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."}}