{"id":"W4385301410","doi":"","title":"Digital mammography: performance evaluation parameters and available systems in France","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Mammography; Digital mammography; Computer science; Medicine; Breast cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004885077,0.0002929734,0.0004153158,0.0006071703,0.0001092212,0.0005347094,0.0003057314,0.0002062012,0.00002430975],"category_scores_gemma":[0.0004763498,0.000303298,0.0001555647,0.0006414765,0.0002778851,0.0003657621,0.0003109073,0.0005851139,0.00002055018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009186168,"about_ca_system_score_gemma":0.0001864389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004966073,"about_ca_topic_score_gemma":0.00005473124,"domain_scores_codex":[0.9972004,0.0006382868,0.0005143532,0.0006717043,0.000611346,0.0003638583],"domain_scores_gemma":[0.9968904,0.000460362,0.0002934789,0.001047429,0.001118871,0.0001894773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005198405,0.0006517451,0.4338833,0.0009259915,0.0001465842,0.00001732285,0.001684793,0.0002482633,0.0002013495,0.001188272,0.0003797296,0.5606206],"study_design_scores_gemma":[0.005327204,0.000006675916,0.6176521,0.03103522,0.0004066064,0.0003820409,0.0005271891,0.311115,0.006324734,0.001175243,0.02424425,0.001803789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8720071,0.006170596,0.002630311,0.0009283029,0.0001896405,0.0009141858,0.00004128857,0.0001184855,0.1170001],"genre_scores_gemma":[0.9915535,0.0007335178,0.003523777,0.000055567,0.00001579777,0.00008319202,0.0003995202,0.00003369516,0.003601407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5588169,"threshold_uncertainty_score":0.9999419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631879346314184,"score_gpt":0.2354442634901001,"score_spread":0.2191254700269583,"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."}}