{"id":"W3203750400","doi":"10.3390/curroncol28050341","title":"Multifocality and Multicentrality in Breast Cancer: Comparison of the Efficiency of Mammography, Contrast-Enhanced Spectral Mammography, and Magnetic Resonance Imaging in a Group of Patients with Primarily Operable Breast Cancer","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mammography; Breast cancer; Magnetic resonance imaging; Radiology; Cancer; Mastectomy; Breast MRI; Inflammatory breast cancer; 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":[0.000224925,0.0002121329,0.0007897,0.0001820651,0.00003403371,0.00001079964,0.0001215967,0.00005775089,0.00001844207],"category_scores_gemma":[0.00002301357,0.0001577056,0.0001051062,0.001038559,0.0009414102,0.0001385165,0.0000910861,0.0003039978,2.454267e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009155992,"about_ca_system_score_gemma":0.0002150031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001689052,"about_ca_topic_score_gemma":0.001942272,"domain_scores_codex":[0.9980542,0.0001752999,0.0006648763,0.0004273511,0.0002833912,0.0003948745],"domain_scores_gemma":[0.9989881,0.0001121947,0.0002811855,0.0002369248,0.0002755891,0.0001060175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001138667,0.002863897,0.8112739,0.0004618193,0.00001893687,0.000003962269,0.0005551596,0.000008298639,0.002123132,0.00003499297,0.000005130884,0.1815121],"study_design_scores_gemma":[0.007553482,0.000180792,0.9883454,0.001232194,0.0001077285,0.00002721791,0.0003916508,0.0006387931,0.001316398,0.00002117317,0.00004105179,0.0001441322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982146,0.01604302,0.00002932588,0.0003915973,0.0001737094,0.0006338419,0.0004938722,0.000007400341,0.0000811748],"genre_scores_gemma":[0.9990344,0.0006995873,0.0001573606,0.00003143151,0.00001435517,0.00003772852,0.00001269597,0.00001127662,0.000001165134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.181368,"threshold_uncertainty_score":0.6431049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534386648995197,"score_gpt":0.3135659575648951,"score_spread":0.2982220910749431,"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."}}