{"id":"W2133765759","doi":"10.1148/radiol.14130569","title":"Changes in Primary Breast Cancer Heterogeneity May Augment Midtreatment MR Imaging Assessment of Response to Neoadjuvant Chemotherapy","year":2014,"lang":"en","type":"article","venue":"Radiology","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"Cancer Research UK","keywords":"Medicine; Breast cancer; Receiver operating characteristic; Nuclear medicine; Magnetic resonance imaging; Mann–Whitney U test; Neoadjuvant therapy; Chemotherapy; Radiology; Primary tumor; Response Evaluation Criteria in Solid Tumors; Internal medicine; Cancer; Metastasis; Progressive disease","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":[0.0006786411,0.0001604708,0.0002126737,0.0006213019,0.000101103,0.0002795951,0.0001172572,0.0001777704,0.0007579878],"category_scores_gemma":[0.00272722,0.0001219134,0.000118804,0.0001717554,0.0001891883,0.0002861968,0.0002074388,0.0001166147,0.0001513767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810003,"about_ca_system_score_gemma":0.00007742926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002121866,"about_ca_topic_score_gemma":0.0003864801,"domain_scores_codex":[0.9997224,0.00009969468,0.00003394513,0.00004494226,0.00006978014,0.00002913233],"domain_scores_gemma":[0.9989092,0.0003604407,0.0004769707,0.00006443711,0.0001019656,0.0000871023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001137432,0.00006293741,0.9628916,0.00002699168,0.00004458081,0.0002498355,0.00007644767,0.0003579299,0.02157644,0.00002307183,0.00006659134,0.01348613],"study_design_scores_gemma":[0.000008134764,0.0003450543,0.9940095,0.000002962996,0.00001699317,0.001135475,0.00004055952,0.0009814089,0.003292963,0.0000199866,0.0001432818,0.000003742186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992925,0.0001213279,0.0003520964,0.00001107422,0.00000114781,0.000006541327,0.00002145639,0.000007338973,0.0001864408],"genre_scores_gemma":[0.9996589,0.00002284623,0.0002162509,0.000005813531,0.000005837866,0.000003137131,0.00003983093,0.000001336268,0.00004603641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007579878,"threshold_uncertainty_score":0.003589034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150432588548695,"score_gpt":0.3375616108928181,"score_spread":0.3225183520379485,"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."}}