{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007846622,0.0003366643,0.0002664146,0.0005759019,0.0001839404,0.0003248348,0.0002043182,0.0003330377,0.0002748619],"category_scores_gemma":[0.002623559,0.0001508928,0.0001636601,0.0004123051,0.0002122165,0.0003193652,0.0002213026,0.0002819292,0.000128597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000230963,"about_ca_system_score_gemma":0.0002632833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006772242,"about_ca_topic_score_gemma":0.001679504,"domain_scores_codex":[0.9996356,0.0001690241,0.00003714218,0.0000542378,0.00006887049,0.00003514268],"domain_scores_gemma":[0.9986083,0.0003694647,0.0006775873,0.00005318012,0.0001530576,0.000138372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003516465,0.0000648514,0.9886698,0.00001980111,0.0000128211,0.00009596452,0.00002839789,0.00009835995,0.002665667,0.000007247412,0.00005886771,0.007926625],"study_design_scores_gemma":[0.00002423294,0.001030337,0.9925612,0.0000152956,0.00003979863,0.001698104,0.0001179499,0.001814801,0.002186429,0.00002523492,0.0004775815,0.000008982528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975708,0.001102601,0.0006944104,0.00005097211,0.000009253649,0.00003161352,0.00007901366,0.00001180105,0.000449433],"genre_scores_gemma":[0.997869,0.0003158691,0.001532716,0.00003602582,0.00001857123,0.00003033406,0.0001010753,0.000001573773,0.00009495614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007846622,"threshold_uncertainty_score":0.004149735,"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."}}