{"id":"W2785345525","doi":"10.1148/radiol.2018161041","title":"Dynamic Diffuse Optical Tomography for Monitoring Neoadjuvant Chemotherapy in Patients with Breast Cancer","year":2018,"lang":"en","type":"article","venue":"Radiology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Division of Graduate Education; National Science Foundation of Sri Lanka; Radiological Society of North America; Natural Sciences and Engineering Research Council of Canada; Breast Cancer Research Foundation; Susan G. Komen for the Cure; National Institutes of Health; National Science Foundation","keywords":"Medicine; Receiver operating characteristic; Breast cancer; Chemotherapy; Regimen; Cancer; Area under the curve; Neoadjuvant therapy; Predictive value; Nuclear medicine; Internal medicine; Radiology; Oncology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003453969,0.0001621809,0.0001990606,0.00004995222,0.00005742165,0.000005228562,0.0001038705,0.0001084896,0.00000707036],"category_scores_gemma":[0.000006433257,0.0001251886,0.00004979022,0.00007970284,0.0002112931,0.000003102923,0.00003030834,0.00004522755,0.000001344254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005136939,"about_ca_system_score_gemma":0.00002973057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003881328,"about_ca_topic_score_gemma":0.0001245108,"domain_scores_codex":[0.9991498,0.00001836089,0.0001208375,0.0003453601,0.00005199458,0.0003136593],"domain_scores_gemma":[0.9996113,0.00001403167,0.00004381107,0.0001951317,0.00008974929,0.00004604716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001699157,0.0002203222,0.9812083,0.000008170987,0.0001910461,9.153287e-7,0.00007676133,0.000006422116,0.003877109,0.00001769232,0.0001349256,0.01255915],"study_design_scores_gemma":[0.005070628,0.0006009754,0.9906806,0.00001974153,0.00002186324,0.000009852582,0.00002048075,0.00001600904,0.002767527,0.00001876341,0.0006148157,0.0001587323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982228,0.0003700695,0.0002795755,0.0004799911,0.000251912,0.0002648857,0.00008218132,0.00001174477,0.0000368402],"genre_scores_gemma":[0.9979401,0.0001283585,0.001205226,0.0001484301,0.0003017338,0.0001795618,0.00005026403,0.00002669136,0.00001960143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01240042,"threshold_uncertainty_score":0.5105043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003774870528589296,"score_gpt":0.2434566240842389,"score_spread":0.2396817535556496,"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."}}