{"id":"W3027335902","doi":"10.1038/s41571-020-0388-9","title":"Personalized early detection and prevention of breast cancer: ENVISION consensus statement","year":2020,"lang":"en","type":"review","venue":"Nature Reviews Clinical Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":439,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Faculty of Medicine and Health, University of Sydney; NIHR Cambridge Biomedical Research Centre; University of California, San Francisco; Unicancer; Max-Planck-Institut für Bildungsforschung; Centro de Investigación Biomédica en Red de Cáncer; Universiteit Antwerpen; Tartu Ülikool; Institut National Du Cancer; Radboud Universitair Medisch Centrum; Universidad San Pablo - CEU; Leids Universitair Medisch Centrum; Fondation ARC pour la Recherche sur le Cancer; Karolinska Institutet; Universitair Medisch Centrum Utrecht; Lunds Universitet; Queen Mary University of London; National Institute for Health and Care Research; Gentofte Hospital; Universitätsklinikum Köln; Centre International de Recherche sur le Cancer; University of Twente; University of Melbourne; National Cancer Institute; Universität Heidelberg; University of Toronto; World Health Organization; Cancer Research UK; University College London; University of Leicester; Universiteit Leiden; Vanderbilt University Medical Center; Radboud Universiteit; Horizon 2020 Framework Programme; Clalit Health Services; QIMR Berghofer Medical Research Institute; Institut Gustave-Roussy; Vrije Universiteit Amsterdam; Deutsches Krebsforschungszentrum; Université Laval; Cancer Care Ontario; Universidade de Santiago de Compostela; Universitat de Girona; Division of Mathematical Sciences; European Commission","keywords":"Breast cancer; Cancer prevention; Medicine; Psychological intervention; Breast cancer screening; Mammography; Cancer; Family medicine; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02295944,0.001512405,0.003128143,0.003898095,0.0005874875,0.0027296,0.003973853,0.006164795,0.003508538],"category_scores_gemma":[0.01935173,0.0007809313,0.004002752,0.003635486,0.0008419256,0.002593337,0.003146965,0.00675302,0.002377745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003646352,"about_ca_system_score_gemma":0.02270439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005728932,"about_ca_topic_score_gemma":0.005984927,"domain_scores_codex":[0.9935293,0.002151225,0.001335356,0.0005272259,0.001953467,0.0005033878],"domain_scores_gemma":[0.9869581,0.005825976,0.001313995,0.0003417552,0.00463031,0.0009299546],"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":[0.0001940894,0.0001096264,0.0003160162,0.05998858,0.0005170513,0.0001955104,0.0003050402,0.001171742,0.0005963291,0.01354266,0.2294534,0.69361],"study_design_scores_gemma":[0.00008687052,0.00009140526,0.0006456159,0.05554237,0.0007105186,0.0003431071,0.0001058796,0.0001703024,0.0002829045,0.005648126,0.936336,0.0000369317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001750962,0.9582995,0.001624102,0.03115242,0.005896717,0.0001901565,0.0004835828,0.00004404779,0.002134281],"genre_scores_gemma":[0.001928449,0.9747021,0.004899343,0.0129939,0.001841228,0.0004077822,0.001283101,0.00002842231,0.001915703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02295944,"threshold_uncertainty_score":0.1214226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2770679094564181,"score_gpt":0.566229596267098,"score_spread":0.2891616868106799,"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."}}