{"id":"W2252250982","doi":"10.1148/radiol.2015152344","title":"Digital Compared with Screen-Film Mammography: Measures of Diagnostic Accuracy among Women Screened in the Ontario Breast Screening Program—Evidence that Direct Radiography Is Superior to Computed Radiography for Cancer Detection","year":2016,"lang":"en","type":"letter","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Mammography; Radiography; Digital mammography; Computed radiography; Breast cancer screening; Radiology; Breast imaging; Breast cancer; Digital radiography; Diagnostic accuracy; Medical physics; Medical imaging; Nuclear medicine; Cancer; Internal medicine; Artificial intelligence; Image quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003829517,0.000265136,0.0005707826,0.0005947095,0.001257042,0.001185568,0.001209394,0.004354565,0.002233414],"category_scores_gemma":[0.03451914,0.0003179829,0.0005854655,0.001151588,0.001282392,0.0006154625,0.000457518,0.002367934,0.0005343031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01136457,"about_ca_system_score_gemma":0.007238888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5643728,"about_ca_topic_score_gemma":0.789216,"domain_scores_codex":[0.9968886,0.0008903958,0.0004927762,0.0002387797,0.001180479,0.0003090557],"domain_scores_gemma":[0.9802049,0.01081728,0.002471883,0.0006746406,0.004567805,0.001263584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004253287,0.0001720034,0.8715831,0.000379858,0.0002916828,0.002091895,0.001622471,0.0001347321,0.001361444,0.0004905351,0.06521528,0.05240367],"study_design_scores_gemma":[0.000636384,0.0006398012,0.9569342,0.0004424212,0.0005086467,0.002044217,0.002469571,0.0009555137,0.0006995283,0.0006501103,0.03393344,0.00008598197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5535298,0.01528669,0.0002649511,0.3929402,0.002440353,0.0001276746,0.00327753,0.0000617851,0.03207098],"genre_scores_gemma":[0.9221866,0.004431227,0.0008740112,0.06146324,0.002418468,0.0000673315,0.0007131064,0.00002396917,0.007822052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4356272,"threshold_uncertainty_score":0.8763853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325042687452876,"score_gpt":0.2653254978050832,"score_spread":0.2328212290597956,"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."}}