{"id":"W3106369591","doi":"10.1007/s10549-020-06012-7","title":"Time to surgery among women treated with neoadjuvant systemic therapy and upfront surgery for breast cancer","year":2020,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital; McGill University Health Centre","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Breast cancer; Mastectomy; Breast-conserving surgery; Proportional hazards model; Cancer; Neoadjuvant therapy; Surgery; Chemotherapy; Internal medicine; Oncology","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":[0.0002443001,0.0001360195,0.0002668142,0.0004784033,0.000375107,0.0004247325,0.0002036719,0.0004631105,0.002303098],"category_scores_gemma":[0.001990343,0.0001950423,0.000435034,0.000748648,0.0001617039,0.0004340827,0.0002389339,0.000672342,0.0001964801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004451567,"about_ca_system_score_gemma":0.0005149799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009644477,"about_ca_topic_score_gemma":0.01059096,"domain_scores_codex":[0.9997953,0.00004772574,0.00002011621,0.00004197482,0.00002429048,0.00007055668],"domain_scores_gemma":[0.9991587,0.0002732602,0.0003146918,0.00003652336,0.00004782567,0.0001689453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001319353,0.0001240908,0.9954372,0.00001542142,0.00004499246,0.0001063916,0.0001169342,0.00002614181,0.0003169867,0.00002965556,0.00009506645,0.002367802],"study_design_scores_gemma":[0.0000224636,0.0003616063,0.9983191,0.000007017813,0.0000689326,0.0001705195,0.0004924838,0.00006751949,0.00007841135,0.00003378411,0.0003729195,0.00000519636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979114,0.0007434158,0.00002866495,0.00009364358,0.00001531728,0.000006500276,0.000265518,0.000001314048,0.0009341448],"genre_scores_gemma":[0.9984888,0.0003735355,0.00003576163,0.00007717149,0.00002255294,0.00001170719,0.0002697532,0.000001859435,0.0007188453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009644477,"threshold_uncertainty_score":0.01917666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016864036281586,"score_gpt":0.2956533763634495,"score_spread":0.2554847360006336,"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."}}