{"id":"W2107608615","doi":"10.1016/j.carj.2014.02.001","title":"Clinical Image Quality in Daily Practice of Breast Cancer Mammography Screening","year":2014,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Memorial University of Newfoundland; Cancer Care Ontario; Ministère de la Santé et des Services Sociaux (Québec); Hôpital Maisonneuve-Rosemont; Centre hospitalier universitaire de Québec; Institut National de Santé Publique du Québec","funders":"Canadian Institutes of Health Research; Health Canada; Canadian Breast Cancer Research Alliance","keywords":"Medicine; Mammography; Clinical Practice; Breast cancer; Breast cancer screening; Medical physics; Mammography screening; Cancer; Radiology; Family medicine; Gynecology; Internal medicine","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":[0.00539698,0.0001201812,0.0005598015,0.0005986477,0.00005789763,0.00003346852,0.0001475122,0.0001633866,0.00004590968],"category_scores_gemma":[0.003657643,0.0001115366,0.0003347387,0.0005553187,0.000178191,0.0003790059,0.000009952453,0.0005696722,0.00000137324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003577222,"about_ca_system_score_gemma":0.0005311133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01461334,"about_ca_topic_score_gemma":0.008006257,"domain_scores_codex":[0.9975701,0.0005785089,0.0009673869,0.0001729719,0.0003424199,0.0003686155],"domain_scores_gemma":[0.9967973,0.0007164259,0.001227661,0.0001575784,0.0006457172,0.0004553224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001469075,0.00007666545,0.9434822,0.00002623494,0.0002010656,0.00002541728,0.00006566795,0.00001439449,0.000106684,0.0002678529,0.003068196,0.05251869],"study_design_scores_gemma":[0.001667511,0.000118252,0.9912959,0.0001770974,0.00008654892,0.0004067167,0.0001974038,0.00007275605,0.00001208161,0.0001569242,0.005704595,0.0001041595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456508,0.0005929689,0.002482278,0.02241933,0.0007106984,0.0002828075,0.000345147,0.00002559105,0.02749037],"genre_scores_gemma":[0.9942946,0.0002444503,0.004127551,0.0009430209,0.0002907451,0.000002072578,0.00001184944,0.00001118417,0.00007453273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05241453,"threshold_uncertainty_score":0.9919484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198901188545265,"score_gpt":0.3472983035263009,"score_spread":0.3274081846717743,"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."}}