{"id":"W2054769210","doi":"10.1016/s0033-8389(05)70207-4","title":"SCREEN-FILM AND DIGITAL MAMMOGRAPHY","year":2000,"lang":"en","type":"review","venue":"Radiologic Clinics of North America","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Image quality; Mammography; Digital mammography; Quality (philosophy); Medical physics; Computer vision; Artificial intelligence; Radiology; Image (mathematics); Breast cancer; Computer science; 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":[0.000131114,0.0006040978,0.003436808,0.0005897577,0.00005521327,0.00005468578,0.0003120897,0.0002508418,0.00005246408],"category_scores_gemma":[0.0001836652,0.0004380783,0.001718779,0.001168279,0.001086547,0.0001595332,0.00009392584,0.0006354402,0.00003862249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001676098,"about_ca_system_score_gemma":0.0001854349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006855644,"about_ca_topic_score_gemma":5.051539e-7,"domain_scores_codex":[0.9972426,0.00006824638,0.001238683,0.0007130427,0.0002695049,0.000467864],"domain_scores_gemma":[0.9975486,0.0006423073,0.0007326846,0.0006563304,0.00006455469,0.0003555609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005576843,0.0001902696,0.008516585,0.002540453,0.0005242854,0.000100303,0.00000610531,6.614163e-7,1.538926e-9,0.000006384264,0.0007537875,0.9873054],"study_design_scores_gemma":[0.0003454029,0.0009947481,0.0020979,0.003367292,0.001216734,0.0009352651,0.000008458402,0.000006855485,4.47149e-9,0.00005692168,0.9905657,0.0004047823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005593231,0.986582,0.00002524361,0.00002823931,0.00009403215,0.0006623131,0.0009250414,0.0001088344,0.01101497],"genre_scores_gemma":[0.0009238713,0.9966681,0.0005270299,0.0002059983,0.0001952076,0.00002427482,0.001242039,0.00005390825,0.0001595934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9898118,"threshold_uncertainty_score":0.9998071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03132614809201986,"score_gpt":0.3173599218141101,"score_spread":0.2860337737220903,"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."}}