{"id":"W3029057813","doi":"10.1245/s10434-020-08594-4","title":"ASO Author Reflections: The Evolving Field of Oncoplastic Breast Conservation for the Management of Breast Cancer","year":2020,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Surgical oncology; Medicine; Oncoplastic Surgery; General surgery; Breast cancer; Oncology; Cancer; Breast surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00800811,0.0007100438,0.001162992,0.001051146,0.002575176,0.006455279,0.00189764,0.01882474,0.007383425],"category_scores_gemma":[0.03307882,0.0004963053,0.0009387115,0.001034908,0.003742639,0.005325697,0.002179939,0.04108822,0.003745424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002967373,"about_ca_system_score_gemma":0.007273329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003804523,"about_ca_topic_score_gemma":0.01158778,"domain_scores_codex":[0.9954805,0.001194539,0.0005111073,0.0005786875,0.001792749,0.0004423983],"domain_scores_gemma":[0.957125,0.02023735,0.001666149,0.0009004343,0.01338659,0.006684485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004654744,0.00003141518,0.0003966592,0.00009413833,0.000008468888,0.000190931,0.00009780962,0.00003131022,0.00007738449,0.001683066,0.9863583,0.01098393],"study_design_scores_gemma":[0.00005604371,0.00004845879,0.0006055498,0.0003896049,0.00002700134,0.000547623,0.0005752594,0.00009264081,0.0001732268,0.003513214,0.9939271,0.00004427068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001551212,0.005658672,0.0001008859,0.8530589,0.139197,0.000005248012,0.0000236354,0.00001139139,0.001788995],"genre_scores_gemma":[0.00307659,0.01195425,0.0003798263,0.7034237,0.2718337,0.00002001895,0.00002087683,0.00002785714,0.009263103],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01882474,"threshold_uncertainty_score":0.04235142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08091347816881825,"score_gpt":0.4043081656104772,"score_spread":0.3233946874416589,"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."}}