{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148838,0.0003719261,0.0004001277,0.0005561578,0.0001170428,0.0005400672,0.0003984204,0.0004139293,0.001702688],"category_scores_gemma":[0.002685457,0.0002380743,0.0002395927,0.0001799369,0.0001473938,0.0004325721,0.0003844172,0.0003003671,0.0004932134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962609,"about_ca_system_score_gemma":0.0001179068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003395123,"about_ca_topic_score_gemma":0.0006584815,"domain_scores_codex":[0.9992597,0.000356326,0.0000347198,0.0001769861,0.0001214002,0.00005102735],"domain_scores_gemma":[0.998997,0.0004535288,0.0002184112,0.00007850989,0.0001642995,0.00008815511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007430815,0.00104595,0.6287062,0.0006698189,0.0003522155,0.0006148448,0.0001619599,0.0004805198,0.1829508,0.0001488785,0.0008271033,0.1766109],"study_design_scores_gemma":[0.0008906812,0.01798086,0.8244848,0.000164014,0.0008414019,0.01533689,0.000287831,0.01435745,0.1196279,0.0002188557,0.005708147,0.0001011729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879968,0.002883447,0.006783754,0.0001287731,0.00002072666,0.0001053128,0.000221772,0.00009199818,0.00176739],"genre_scores_gemma":[0.9902108,0.0005572716,0.00829917,0.0001132364,0.00002572013,0.00003968474,0.0001759392,0.000005418819,0.0005728842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001702688,"threshold_uncertainty_score":0.007871389,"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."}}