{"id":"W3004462773","doi":"10.1002/ijc.32901","title":"Theoretical potential for endometrial cancer prevention through primary risk factor modification: Estimates from the EPIC cohort","year":2020,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III; World Cancer Research Fund; Medical Research Council; Hellenic Health Foundation; Institut Gustave-Roussy; Medical Research Council Canada; Deutsche Krebshilfe; Mutuelle Générale de l'Education Nationale; Associazione Italiana per la Ricerca sul Cancro; Cancerfonden; Institut National de la Santé et de la Recherche Médicale; Bundesministerium für Bildung und Forschung; Ligue Contre le Cancer; National Institute for Health and Care Research; Vetenskapsrådet; Cancer Research UK; World Health Organization; European Commission; NordForsk; Deutsches Krebsforschungszentrum","keywords":"Endometrial cancer; EPIC; Medicine; Cohort; Risk factor; Cohort study; Primary prevention; Oncology; Lifestyle modification; Internal medicine; Demography; Gynecology; Cancer; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001545349,0.0001329604,0.0003101295,0.00004379911,0.00005772112,0.00007119724,0.0003377721,0.00007336291,0.003570443],"category_scores_gemma":[0.000386528,0.00008522937,0.0003396543,0.00009140946,0.0001208268,0.0002021287,0.00003944608,0.0002865263,0.00000367299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003136939,"about_ca_system_score_gemma":0.0003812781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004028864,"about_ca_topic_score_gemma":0.00002242593,"domain_scores_codex":[0.9984127,0.0000378391,0.0005114197,0.0001839071,0.0007228475,0.0001312833],"domain_scores_gemma":[0.9983539,0.0002747324,0.0005411308,0.0001028244,0.0006232245,0.000104198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01999439,0.0003601772,0.5838584,0.00004458812,0.009030455,0.00005077404,0.002180493,0.002790525,0.0123942,0.003476612,0.01428385,0.3515355],"study_design_scores_gemma":[0.01652364,0.0007896987,0.8682194,0.000426063,0.002796439,0.00005328341,0.0002230565,0.006585218,0.008343222,0.01682921,0.07883928,0.0003714479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8508216,0.009787878,0.07849969,0.04730084,0.00965477,0.001015665,0.00247204,0.00003903086,0.0004085561],"genre_scores_gemma":[0.9820675,0.006976003,0.001364088,0.00152143,0.007924472,0.00004929833,0.00004881148,0.00002149251,0.00002696424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.351164,"threshold_uncertainty_score":0.9973404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006878494377671,"score_gpt":0.3803546659249352,"score_spread":0.3402858809811585,"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."}}