{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006923703,0.0002064491,0.0006389459,0.0002289832,0.00002375611,0.000004188745,0.0001237318,0.0000794176,0.0002931956],"category_scores_gemma":[0.00001624086,0.0001758447,0.00007432527,0.0001636435,0.00008495721,0.00002227596,0.00005520831,0.0001209025,0.000005565453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404917,"about_ca_system_score_gemma":0.0002085085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003733089,"about_ca_topic_score_gemma":0.0003359141,"domain_scores_codex":[0.9983689,0.0003153677,0.0003121586,0.0004303915,0.0001912468,0.0003819439],"domain_scores_gemma":[0.9989682,0.0002363372,0.0001185514,0.0004629945,0.00005831273,0.0001555967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001802259,0.0003293418,0.8525593,0.0000918509,0.0001147169,0.00003738252,0.0002923871,0.0001649656,0.08929528,0.00002606243,0.002264296,0.05302216],"study_design_scores_gemma":[0.003409579,0.0006409879,0.9647906,0.0002077231,0.00005098755,0.000166713,0.00002675667,0.000323855,0.01916831,0.000009617349,0.01105702,0.000147814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922124,0.0005083212,0.0002102206,0.07588265,0.0002703229,0.0006702938,0.00005050093,0.00002896754,0.0002546697],"genre_scores_gemma":[0.9883256,0.001191288,0.002754529,0.006909909,0.0002002453,0.0004817379,0.00001586363,0.00003241986,0.00008841643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1122313,"threshold_uncertainty_score":0.717074,"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."}}