{"id":"W4391707237","doi":"10.1148/rycan.230020","title":"Breast Cancer Detection Using a Low-Dose Positron Emission Digital Mammography System","year":2024,"lang":"en","type":"article","venue":"Radiology Imaging Cancer","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Lakehead University; Thunder Bay Regional Research Institute; Sinai Health System; Princess Margaret Cancer Centre; Women's College Hospital; SickKids Foundation; University of Toronto; University Health Network","funders":"Canadian Cancer Society","keywords":"Medicine; Breast cancer; Mammography; Institutional review board; Fluorodeoxyglucose; Cancer; Positron emission tomography; Logistic regression; Digital mammography; Nuclear medicine; Radiology; Prospective cohort study; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001168971,0.0001885352,0.0002751016,0.000219072,0.000124928,0.00007339259,0.00009234952,0.00009250638,0.00008116607],"category_scores_gemma":[0.000007969975,0.0001523359,0.0001431456,0.0004101326,0.000177911,0.0001617342,0.00004030605,0.0003589912,0.000009657263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005283788,"about_ca_system_score_gemma":0.0001911128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004347312,"about_ca_topic_score_gemma":0.000002135192,"domain_scores_codex":[0.9987863,0.00002667202,0.0002550363,0.000443634,0.0001497871,0.0003385658],"domain_scores_gemma":[0.9993827,0.00003469248,0.00005696864,0.0002524044,0.00007653128,0.0001967265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000223404,0.0001119556,0.0926981,0.001665505,0.0003518711,0.0002640757,0.0002048495,0.00004669768,0.5488763,0.0003480323,0.01801779,0.3371914],"study_design_scores_gemma":[0.002220869,0.0001020703,0.03154968,0.0124335,0.001614651,0.02879198,0.0003059988,0.8485013,0.02555979,0.0003723041,0.04732712,0.001220736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388523,0.01132734,0.03404121,0.01132769,0.001232673,0.0007024757,0.000199389,0.001682523,0.00063447],"genre_scores_gemma":[0.9975836,0.0002723836,0.0006191909,0.0003080308,0.0007949475,0.0001898979,0.0000217115,0.00004722738,0.0001629806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8484546,"threshold_uncertainty_score":0.6212077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009543020694510025,"score_gpt":0.3142724591006786,"score_spread":0.3047294384061686,"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."}}