{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005220455,0.000767917,0.000731542,0.004162979,0.0004884667,0.001730008,0.0009585288,0.001507035,0.002593756],"category_scores_gemma":[0.01190834,0.0002223517,0.0006066614,0.00409232,0.0004604505,0.001292437,0.0005758514,0.0002618376,0.0009738249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004816888,"about_ca_system_score_gemma":0.001121425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03153538,"about_ca_topic_score_gemma":0.01602419,"domain_scores_codex":[0.9950405,0.002018395,0.0003537184,0.0007626453,0.001316905,0.0005078309],"domain_scores_gemma":[0.9896529,0.00534158,0.0006030798,0.0005657744,0.003456022,0.0003806912],"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":[0.01002714,0.0008590811,0.2160865,0.001357969,0.0008391372,0.0008460281,0.0008727041,0.119022,0.01855343,0.005130267,0.01614217,0.6102637],"study_design_scores_gemma":[0.0005927001,0.004357789,0.7063003,0.0003095579,0.001272069,0.004096296,0.001129139,0.1978885,0.04478104,0.002560258,0.03639719,0.0003152271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575642,0.01137539,0.01525792,0.0007369898,0.00006416965,0.0001100974,0.003672164,0.002232195,0.008986925],"genre_scores_gemma":[0.9852057,0.00131709,0.008265964,0.00009100902,0.00006825849,0.00005363708,0.002750403,0.0001846425,0.002063279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03153538,"threshold_uncertainty_score":0.06270367,"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."}}