{"id":"W2902771920","doi":"10.5539/cco.v7n2p33","title":"Preoperative Staging in Women with Known Breast Cancer: Comparison between Digital Breast Tomosynthesis (DBT) and Magnetic Resonance Imaging (MRI)","year":2018,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"McNemar's test; Medicine; Breast cancer; Magnetic resonance imaging; Radiology; Gold standard (test); Nuclear medicine; Breast MRI; Mammography; Histology; Prospective cohort study; Cancer; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000572053,0.0002123069,0.0008845279,0.00007973977,0.0001138681,0.00006066156,0.0001040709,0.0001188696,0.0001830506],"category_scores_gemma":[0.0001329049,0.0001588365,0.00003374072,0.0001882036,0.001247324,0.0001522352,0.0001099726,0.0007031689,0.00000353526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780928,"about_ca_system_score_gemma":0.0004434929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006156328,"about_ca_topic_score_gemma":0.00020493,"domain_scores_codex":[0.9980745,0.0001220102,0.0005839648,0.000569017,0.0001693733,0.0004811302],"domain_scores_gemma":[0.9985372,0.0006131849,0.000144342,0.0001681712,0.0001192653,0.0004177659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005822654,0.00007262782,0.5106577,0.00001801515,0.00002587179,0.00002498264,0.0004979899,0.000001185762,0.000007059989,0.000006381596,0.0002455819,0.4878604],"study_design_scores_gemma":[0.003966036,0.001089926,0.969331,0.0004913694,0.0001184445,0.0001353884,0.0005802512,0.004953157,0.000005856451,0.00004329001,0.01907969,0.0002055645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776763,0.004235103,0.0001245952,0.01593754,0.0001612442,0.0002699944,0.00009840514,0.00003707978,0.001459736],"genre_scores_gemma":[0.9949167,0.001624788,0.0003698546,0.001831373,0.0009373006,0.00005741815,0.000005213361,0.00002988213,0.0002274763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4876548,"threshold_uncertainty_score":0.6477165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830264350189687,"score_gpt":0.3752620608404163,"score_spread":0.3569594173385194,"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."}}