{"id":"W7117107416","doi":"10.1177/08465371251398520","title":"Contrast-Enhanced Mammography for Detection and Characterization of Invasive Lobular Carcinoma","year":2025,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Invasive lobular carcinoma; Mammography; Ultrasonography; Diagnostic accuracy; Breast imaging; Lobular carcinoma; Breast cancer; Invasive ductal carcinoma","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":[0.0003461419,0.00008031943,0.0002740298,0.0006146946,0.00008218142,0.00002336192,0.00004465987,0.0001037631,0.000004119411],"category_scores_gemma":[0.0005029816,0.0000787016,0.0001354689,0.0003095429,0.00006863965,0.0001265626,0.000003271269,0.0001102837,1.026622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630188,"about_ca_system_score_gemma":0.000383276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003396605,"about_ca_topic_score_gemma":0.001315458,"domain_scores_codex":[0.9992734,0.0000404959,0.0003073226,0.0001020275,0.00009304823,0.0001837487],"domain_scores_gemma":[0.9988475,0.0001125068,0.0003887797,0.00006026838,0.0004435378,0.0001473435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002087998,0.00003620282,0.6776769,0.0001773765,0.0004396999,0.000007202616,0.0001588595,0.000003158517,0.2748815,0.0005425424,0.0003097332,0.04555795],"study_design_scores_gemma":[0.001607753,0.0002433149,0.9601521,0.0001287783,0.0001442073,0.00007230754,0.00009105114,0.00006281342,0.03618784,0.000551084,0.0006887619,0.00006991693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890585,0.0001449349,0.008477892,0.0009321347,0.0002381091,0.000280536,0.00009450744,0.000006736348,0.0007666382],"genre_scores_gemma":[0.9992628,0.0001011777,0.0001738241,0.0002186407,0.00006347449,0.000007186205,0.00003217689,0.000005307757,0.0001354517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824753,"threshold_uncertainty_score":0.3209358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006221588086028047,"score_gpt":0.2200363863608586,"score_spread":0.2138147982748305,"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."}}