{"id":"W3041190423","doi":"10.7326/m19-3481","title":"Clinical Benefits, Harms, and Cost-Effectiveness of Breast Cancer Screening for Survivors of Childhood Cancer Treated With Chest Radiation : A Comparative Modeling Study.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Mammography; Breast cancer screening; Cancer; Population; Cancer screening; Pediatrics; Internal medicine; Environmental health","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":[0.01274619,0.00190128,0.002217812,0.002053547,0.0004148704,0.001588378,0.002586014,0.002260586,0.00800399],"category_scores_gemma":[0.03835016,0.000824736,0.01129867,0.001747489,0.0005301764,0.001371105,0.001220563,0.001902495,0.0003592187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006979387,"about_ca_system_score_gemma":0.003318626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02365699,"about_ca_topic_score_gemma":0.01158879,"domain_scores_codex":[0.9943579,0.00434937,0.0001917629,0.0003552994,0.0003354169,0.0004101763],"domain_scores_gemma":[0.9600012,0.03527908,0.002347505,0.0009910988,0.0008589938,0.0005220476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02061942,0.004505681,0.03415975,0.001877572,0.01389275,0.0003711912,0.0002363957,0.8938504,0.0005625909,0.006167405,0.002541415,0.02121552],"study_design_scores_gemma":[0.008662661,0.01353924,0.02692382,0.0007763456,0.01251988,0.000499371,0.0003749968,0.9247653,0.0007251898,0.008562517,0.00246895,0.0001818094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665973,0.005657523,0.01303879,0.001766886,0.0001678964,0.001514519,0.005419555,0.000100593,0.005736929],"genre_scores_gemma":[0.9871054,0.001991338,0.005789595,0.0003981108,0.00006524,0.001547411,0.001913444,0.00002712244,0.001162409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02365699,"threshold_uncertainty_score":0.0674091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1530952681797175,"score_gpt":0.3735385506787737,"score_spread":0.2204432824990561,"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."}}