{"id":"W2766807475","doi":"10.1007/s12609-017-0257-4","title":"How Effective Is Mammography as a Screening Tool?","year":2017,"lang":"en","type":"article","venue":"Current Breast Cancer Reports","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Mammography; Breast cancer screening; Breast cancer; Population; Cancer screening; Surgical oncology; Cancer; Medical physics; Gynecology; Oncology; Environmental health; 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":[0.0002953379,0.0003126284,0.0004842437,0.0001233801,0.0005275753,0.0003753712,0.0001955645,0.0001013991,0.0002456161],"category_scores_gemma":[0.0001400343,0.0002690681,0.0003640721,0.0001562234,0.0001985612,0.0005952527,0.0001579197,0.0003876136,0.00001238296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571178,"about_ca_system_score_gemma":0.0002276076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361701,"about_ca_topic_score_gemma":0.00004054296,"domain_scores_codex":[0.9976528,0.00002370364,0.0003235624,0.0007168687,0.0007613315,0.0005216799],"domain_scores_gemma":[0.9975157,0.00001624,0.0006159009,0.001176872,0.0003627862,0.0003124743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002049975,0.00003649307,0.5815248,0.00008947489,0.0001113539,0.0007293677,0.00009259854,0.000001149806,0.0001528039,0.00002384531,0.005693194,0.4113398],"study_design_scores_gemma":[0.0008120023,0.00009771313,0.916875,0.001708104,0.0002792395,0.004818972,0.00007152607,0.00003122818,0.001175975,0.0002437925,0.07354291,0.0003435453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972405,0.008147682,0.0007677296,0.009968717,0.002754592,0.00123999,0.00008600009,0.000182473,0.004447819],"genre_scores_gemma":[0.9971251,0.0002804629,0.0001814553,0.0005327314,0.001069175,0.0002502561,0.00001772097,0.00003430881,0.0005087797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4109963,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06938395150541075,"score_gpt":0.3730757156562528,"score_spread":0.303691764150842,"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."}}