{"id":"W3182220948","doi":"10.1177/09691413211032265","title":"Impact of switching from digital mammography to tomosynthesis plus digital mammography on breast cancer screening in Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Digital Breast Tomosynthesis; Mammography; Breast cancer; Digital mammography; Breast cancer screening; Nuclear medicine; Cancer; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004217845,0.0003826828,0.001078021,0.0008533054,0.00006778927,0.0002331495,0.0004303611,0.000163242,0.0003164675],"category_scores_gemma":[0.0008821192,0.0002977336,0.001014929,0.001807089,0.00008782769,0.0007754229,0.000139445,0.000958304,0.000001089242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931741,"about_ca_system_score_gemma":0.001651373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2465471,"about_ca_topic_score_gemma":0.058597,"domain_scores_codex":[0.9949976,0.00005689475,0.001189251,0.0003895983,0.002705237,0.0006614854],"domain_scores_gemma":[0.9966396,0.0008619492,0.0004703234,0.0002893202,0.0003128425,0.001425937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001224972,0.0002402896,0.5962574,0.00002767836,0.0008725264,0.001937369,0.0001490363,0.0004555096,0.00009144271,0.000008798156,0.0006743488,0.3980606],"study_design_scores_gemma":[0.00346616,0.0004370959,0.9825699,0.007722965,0.0001915525,0.002234196,0.0009164617,0.000844022,0.0001977944,0.0000599037,0.0009448729,0.0004150265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875299,0.0004853503,0.002991605,0.007132155,0.0001987548,0.0001267247,0.0003378728,0.00001388578,0.001183779],"genre_scores_gemma":[0.9979343,0.00004716903,0.0007344323,0.0006817578,0.0005016236,0.000003156619,0.00002797719,0.00004639966,0.00002318865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3976456,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009811768173650677,"score_gpt":0.2721676777593488,"score_spread":0.2623559095856981,"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."}}