{"id":"W2005671598","doi":"10.1503/cjs.009712","title":"Breast lumpectomy margins","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Pittsburgh","keywords":"Medicine; Lumpectomy; Cosmesis; General surgery; Mastectomy; Surgery; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004068624,0.0002450328,0.0002078268,0.0006863954,0.0003929486,0.0005828736,0.0003182868,0.000269646,0.02187988],"category_scores_gemma":[0.001622183,0.00009943763,0.0002804863,0.0003360158,0.0002107703,0.0002715916,0.0003851507,0.0003360305,0.003844548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003616159,"about_ca_system_score_gemma":0.0003408316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430221,"about_ca_topic_score_gemma":0.002917949,"domain_scores_codex":[0.99958,0.00003094369,0.00002584372,0.00005487838,0.0002478038,0.00006049139],"domain_scores_gemma":[0.9996085,0.0001242778,0.00008947655,0.00003659804,0.00009592707,0.00004530734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007538027,0.0002098091,0.1432369,0.0007915859,0.0001003747,0.00469277,0.0005543148,0.0008286107,0.03892978,0.002105775,0.02034687,0.7874494],"study_design_scores_gemma":[0.00006612678,0.001083602,0.7033061,0.0008544972,0.000163978,0.07046191,0.001393575,0.0008327031,0.02226069,0.002553106,0.1969679,0.00005576824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5727402,0.04754279,0.01191942,0.003013828,0.002087196,0.0004619771,0.006041886,0.000490883,0.3557019],"genre_scores_gemma":[0.9584808,0.007555845,0.003288101,0.0008178613,0.0003199097,0.00007680996,0.0010523,0.00005532093,0.02835304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02187988,"threshold_uncertainty_score":0.07319552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01923520609271991,"score_gpt":0.2228921442075012,"score_spread":0.2036569381147813,"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."}}