{"id":"W1961629707","doi":"10.1148/radiol.2015150733","title":"Digital Compared with Screen-Film Mammography: Measures of Diagnostic Accuracy among Women Screened in the Ontario Breast Screening Program","year":2015,"lang":"en","type":"article","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; University Health Network; Cancer Care Ontario; Public Health Ontario; Ontario Institute for Cancer Research","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Confidence interval; Mammography; Breast cancer screening; Odds ratio; Breast cancer; Obstetrics; Gynecology; Logistic regression; Breast imaging; Institutional review board; Cancer; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001380346,0.0002706538,0.0002479789,0.001467167,0.0003913454,0.0007143499,0.0008715056,0.0003048501,0.000899969],"category_scores_gemma":[0.0147059,0.000211086,0.0003301168,0.001438864,0.0004731017,0.0003366693,0.0005611513,0.000256385,0.0001359548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00304936,"about_ca_system_score_gemma":0.001636623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4756881,"about_ca_topic_score_gemma":0.532944,"domain_scores_codex":[0.9989651,0.000196279,0.00007676682,0.0001586629,0.0005164157,0.00008675897],"domain_scores_gemma":[0.9944653,0.001208206,0.002603975,0.0003110104,0.001078979,0.0003324758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001233038,0.00001089641,0.9970754,0.00003020047,0.00005325413,0.00001406392,0.0001033892,0.00005602919,0.00008055856,0.00001183271,0.0001242353,0.002316836],"study_design_scores_gemma":[0.000008999305,0.00003817214,0.9991748,0.00001216421,0.00003616104,0.00006849207,0.0000877245,0.0003371636,0.00006390827,0.00001080313,0.0001586039,0.000003005104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963245,0.0009360609,0.0001679559,0.0001185473,0.000006914093,0.00002545207,0.001081815,0.00001247048,0.001326179],"genre_scores_gemma":[0.9990056,0.0001817507,0.0001437073,0.00001816775,0.000005420867,0.00000644366,0.0004558671,0.000001340367,0.0001816547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4756881,"threshold_uncertainty_score":0.9458386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916292142343657,"score_gpt":0.253966867102202,"score_spread":0.2248039456787654,"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."}}