{"id":"W2791558189","doi":"10.1080/13697137.2017.1392503","title":"The role of screening mammography in the era of modern breast cancer treatment","year":2018,"lang":"en","type":"review","venue":"Climacteric","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario","funders":"","keywords":"Medicine; Mammography; Breast cancer; Breast cancer screening; Mammography screening; Gynecology; Population; Cancer; Randomized controlled trial; Clinical trial; Oncology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003553373,0.000288264,0.001150432,0.0001016664,0.00008171096,0.00001865174,0.0003626925,0.0001320366,0.00004020782],"category_scores_gemma":[0.00001478434,0.0001334251,0.0006016602,0.0006339332,0.0002317758,0.00004405577,0.0000534145,0.0002826259,0.000003482591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157832,"about_ca_system_score_gemma":0.000258639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008690315,"about_ca_topic_score_gemma":0.000174861,"domain_scores_codex":[0.9982851,0.0001608944,0.0006451117,0.0002628119,0.000335726,0.0003103801],"domain_scores_gemma":[0.9985769,0.00018097,0.0005023823,0.0005791137,0.0001069137,0.00005371178],"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":[0.00008529522,0.00004928963,0.003315677,0.00100478,0.0001883139,0.00000738641,0.0002300368,3.62031e-7,0.000005575169,0.00001354878,0.00005014882,0.9950496],"study_design_scores_gemma":[0.0005306429,0.000583749,0.0131071,0.02389672,0.001785871,0.0002397578,0.000342723,0.00004361841,0.000007077903,0.00007723054,0.9591662,0.0002192735],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002679789,0.9953569,0.000006778503,0.00009493901,0.00007847347,0.0006915058,0.0001645336,0.000008626874,0.0009184119],"genre_scores_gemma":[0.01220232,0.9871376,0.00008329672,0.00006139298,0.0002366923,0.000187992,0.00003752293,0.00002596015,0.00002722232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948303,"threshold_uncertainty_score":0.5440919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08512323882446834,"score_gpt":0.3774294673586506,"score_spread":0.2923062285341823,"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."}}