{"id":"W2765758613","doi":"10.3747/co.24.3558","title":"Neoadjuvant Systemic Therapy in Breast Cancer: Use and Trends in Radiotherapy Practice","year":2017,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Nepal Academy of Science and Technology","keywords":"Medicine; Stage (stratigraphy); Breast cancer; Internal medicine; Proportional hazards model; Cancer; Oncology; Radiation therapy; Logistic regression; Lymph node; Population","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":[0.0005780906,0.0000568257,0.0001327628,0.0007743565,0.0001883397,0.0003739179,0.0003627112,0.0001529093,0.001013684],"category_scores_gemma":[0.003603098,0.00009212952,0.0002087963,0.002713474,0.0002703044,0.0002257407,0.0002516864,0.000224217,0.0001311718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288054,"about_ca_system_score_gemma":0.002647433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1220985,"about_ca_topic_score_gemma":0.1945206,"domain_scores_codex":[0.9994177,0.0001272476,0.00008151891,0.00008853825,0.0002257135,0.00005936313],"domain_scores_gemma":[0.9965418,0.0005288745,0.002193881,0.00008700715,0.0004164904,0.0002319319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006276319,0.00001236678,0.9864456,0.0001402464,0.00002462933,0.00006648348,0.00026827,0.0001930827,0.0004341105,0.00004818369,0.0003664146,0.01193788],"study_design_scores_gemma":[0.000003172391,0.00003219509,0.9983896,0.00004238415,0.00001023448,0.0002474863,0.0001849363,0.0002144951,0.00009320258,0.00001474799,0.0007652943,0.000002295407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914239,0.004899514,0.0001840965,0.0009951798,0.000007457572,0.00001281938,0.001027802,0.00001412447,0.001435098],"genre_scores_gemma":[0.9970982,0.002175918,0.0001758961,0.00005768796,0.000009628451,0.00000602556,0.0003476983,0.000002886219,0.0001261386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1220985,"threshold_uncertainty_score":0.2427756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06927965675216458,"score_gpt":0.4131557159561268,"score_spread":0.3438760592039622,"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."}}