{"id":"W3131590360","doi":"10.1158/1538-7445.sabcs20-sp97","title":"Abstract SP097: Local Regional Management Following Neoadjuvant Chemotherapy: Minding the Knowledge Gaps","year":2021,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Oncology; Neoadjuvant therapy; Internal medicine; Lumpectomy; Chemotherapy; Trastuzumab; Axillary lymph nodes; Inflammatory breast cancer; Mastectomy; Triple-negative breast cancer; Cancer; Lymph node","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009862104,0.0003252541,0.001029124,0.0008157176,0.0006368485,0.003192083,0.001447506,0.00277219,0.01170775],"category_scores_gemma":[0.03227187,0.0002193063,0.0008186942,0.0007559129,0.000956299,0.00437574,0.002181605,0.005351285,0.003333228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002177632,"about_ca_system_score_gemma":0.009366915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002687024,"about_ca_topic_score_gemma":0.006671494,"domain_scores_codex":[0.9964281,0.002288078,0.0004285479,0.0001733277,0.0004846784,0.000197301],"domain_scores_gemma":[0.9758416,0.01242115,0.002324814,0.0008345043,0.005292992,0.003284869],"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":[0.0007944044,0.0002119009,0.002055583,0.004352863,0.0001330544,0.0004883423,0.0002355764,0.00043833,0.0002849369,0.002780061,0.2374369,0.750788],"study_design_scores_gemma":[0.00109544,0.001767711,0.009278032,0.04157941,0.0006995906,0.002760248,0.002406029,0.00180643,0.0008492102,0.03119083,0.9064215,0.0001455558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01193706,0.2679969,0.00449318,0.6725113,0.01038139,0.0002266479,0.000824715,0.0002707097,0.03135816],"genre_scores_gemma":[0.1936748,0.5128041,0.01864331,0.2146489,0.04440055,0.0009206616,0.002753129,0.0002911676,0.01186338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01170775,"threshold_uncertainty_score":0.05215645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05690804329228461,"score_gpt":0.3937545534740899,"score_spread":0.3368465101818053,"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."}}