{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005881655,0.0003064242,0.0006955874,0.0004454475,0.00005485093,0.00009405323,0.0003618326,0.0001022168,0.00001431798],"category_scores_gemma":[0.0003855829,0.0001969912,0.0001651505,0.0009253277,0.0008283558,0.0004965995,0.00005368232,0.000406519,0.000003154874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009549603,"about_ca_system_score_gemma":0.0002159595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004281271,"about_ca_topic_score_gemma":0.004582476,"domain_scores_codex":[0.9978662,0.0001360196,0.0004596175,0.0003920854,0.0004694237,0.0006766901],"domain_scores_gemma":[0.9981149,0.0007101773,0.0002007446,0.0004724052,0.0001872986,0.00031451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001364082,0.000512736,0.9034212,0.00002184727,0.0002539467,0.0002489263,0.001882695,0.0001158177,0.000007935614,0.00007100032,0.0002725654,0.09182724],"study_design_scores_gemma":[0.003825366,0.001599538,0.9859357,0.0002510823,0.00008726504,0.003131027,0.002717166,0.0001316099,0.00001189227,0.0001363874,0.001933355,0.000239641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864615,0.0002679306,0.0005148031,0.0003528913,0.00003972759,0.0009991688,0.00004811358,0.000103082,0.01121275],"genre_scores_gemma":[0.9981786,0.000005496086,0.001168233,0.0001690715,0.00008611879,0.0001585246,0.0001543353,0.00002845021,0.00005118395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0915876,"threshold_uncertainty_score":0.8033066,"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."}}