{"id":"W4205507574","doi":"10.1002/cam4.4517","title":"Utilization of neoadjuvant chemotherapy in high‐risk, node‐negative early breast cancer","year":2022,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Internal medicine; Oncology; Chemotherapy; Stage (stratigraphy); Logistic regression; Triple-negative breast cancer; Cancer; Gynecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001207513,0.0001613025,0.0002815565,0.00007062856,0.0000865437,0.00000161025,0.0001401825,0.00004263034,0.0006582795],"category_scores_gemma":[0.0000198888,0.0001376384,0.00003852917,0.000285714,0.000166146,0.000003704469,0.00008341998,0.0001190801,5.268413e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688342,"about_ca_system_score_gemma":0.0001281912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01713938,"about_ca_topic_score_gemma":0.001191379,"domain_scores_codex":[0.9989554,0.00007770587,0.000234047,0.0003190074,0.0002192443,0.0001946039],"domain_scores_gemma":[0.9994279,0.00001814158,0.0001909449,0.0002186401,0.0001007846,0.00004362157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001807,0.0002341522,0.8596423,0.00005727569,0.0004320829,0.000007751188,0.004111874,0.001832279,0.02746991,0.00007202835,0.006687857,0.09764545],"study_design_scores_gemma":[0.005567477,0.0003135854,0.9700168,0.00009542588,0.00007389666,0.000006861244,0.0008504739,0.00004992223,0.01919454,0.0001041853,0.003546897,0.0001799822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865139,0.007535452,0.00008801097,0.00446044,0.000432273,0.0002478731,0.0005295178,0.00001006724,0.0001824519],"genre_scores_gemma":[0.9932107,0.005037084,0.00003577744,0.00072504,0.0003573436,0.0003801422,0.00007021269,0.00002591165,0.0001578254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1103744,"threshold_uncertainty_score":0.9894056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333998046151704,"score_gpt":0.287689532653834,"score_spread":0.274349552192317,"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."}}