{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006442334,0.00007345273,0.0001367488,0.0002709657,0.0001255485,0.0002658896,0.0001901501,0.0001864265,0.0007661292],"category_scores_gemma":[0.002357618,0.00007802973,0.0001719912,0.000546068,0.0001343991,0.0001946125,0.0001882262,0.0002582693,0.00008372223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005391958,"about_ca_system_score_gemma":0.0005868314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003428442,"about_ca_topic_score_gemma":0.008374381,"domain_scores_codex":[0.9997094,0.000123911,0.00003804324,0.00004082514,0.00005356746,0.00003423838],"domain_scores_gemma":[0.9983114,0.0004886957,0.0009455152,0.00004793697,0.00008184379,0.0001245515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001994861,0.0000225035,0.9950949,0.00003687456,0.00002889537,0.00004085146,0.00001781553,0.0001016503,0.0001529354,0.00001597388,0.0001000852,0.004188045],"study_design_scores_gemma":[0.00001267577,0.0001207343,0.9984077,0.00004153789,0.00003796404,0.0003624676,0.00008637761,0.0002986949,0.0001834102,0.00004379262,0.0004027423,0.000001989953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965707,0.002383448,0.00007748704,0.0002013404,0.000006416624,0.000005533095,0.0002560002,0.00000197266,0.0004970574],"genre_scores_gemma":[0.9988856,0.0007269031,0.00008953967,0.00004227015,0.000008387358,0.000006257112,0.0001869828,7.477647e-7,0.00005342351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003428442,"threshold_uncertainty_score":0.006816924,"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."}}