{"id":"W3159796473","doi":"10.1245/s10434-021-09951-7","title":"Comparison of Breast Cancer Staging Systems After Neoadjuvant Chemotherapy","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Surgical oncology; Internal medicine; Oncology; Cancer; Receiver operating characteristic; Triple-negative breast cancer; Estrogen receptor; Chemotherapy; Neoadjuvant therapy","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":[0.001629835,0.0002417407,0.0003401751,0.001132035,0.0002771172,0.0004735775,0.0002375893,0.0002330821,0.002430811],"category_scores_gemma":[0.005306136,0.0001052209,0.0004355762,0.0009970336,0.0002332559,0.0004601765,0.000341935,0.0003355491,0.0003909125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291048,"about_ca_system_score_gemma":0.0005022879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982189,"about_ca_topic_score_gemma":0.007596255,"domain_scores_codex":[0.9993283,0.0003851572,0.00006278877,0.00005491429,0.00007144206,0.00009748984],"domain_scores_gemma":[0.9964924,0.001957528,0.0005494689,0.0002380464,0.0004704971,0.0002919712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01423965,0.0001440536,0.9535773,0.00008279561,0.0002201762,0.00008260286,0.0005695992,0.0003848369,0.003503352,0.0001678881,0.0004201333,0.02660754],"study_design_scores_gemma":[0.00004272848,0.001191248,0.996378,0.00001231601,0.0001070416,0.0000723755,0.0004229323,0.0001924984,0.000673155,0.00006054407,0.0008415428,0.000005639155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955344,0.001158252,0.0001836857,0.00007242755,0.00003637693,0.00001819701,0.0004400331,0.000004202626,0.002552286],"genre_scores_gemma":[0.9985616,0.0002233984,0.00006718552,0.00001893097,0.00001764336,0.000009399578,0.0004519558,0.000003833838,0.0006461145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003982189,"threshold_uncertainty_score":0.008619487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432075666138607,"score_gpt":0.396665877482909,"score_spread":0.352345120821523,"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."}}