{"id":"W2903281976","doi":"10.1186/s13058-018-1073-0","title":"Risk prediction for estrogen receptor-specific breast cancers in two large prospective cohorts","year":2018,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Public Health, Imperial College London; Instituto de Salud Carlos III; World Cancer Research Fund; Medical Research Council; School of Medicine, New York University; National Institutes of Health; Hellenic Health Foundation; Mutuelle Générale de l'Education Nationale; National Heart, Lung, and Blood Institute; Rijksinstituut voor Volksgezondheid en Milieu; Aalborg Universitetshospital; Samfundet Folkhälsan; Universidad de Murcia; Consiglio Nazionale delle Ricerche; NordForsk; Vetenskapsrådet; Deutsches Krebsforschungszentrum; Ligue Contre le Cancer; Bundesministerium für Bildung und Forschung; Universidad de Granada; National and Kapodistrian University of Athens; Karolinska Institutet; Women's Health Initiative; Institut National de la Santé et de la Recherche Médicale; Cancerfonden; Institut Gustave-Roussy; University of Oxford; Imperial College London; Aarhus Universitet; Svenska Forskningsrådet Formas; Kræftens Bekæmpelse; York University; Fundación Canaria de Investigación y Salud; Associazione Italiana per la Ricerca sul Cancro; Aalborg Universitet; Umeå Universitet; European Commission; Cancer Research UK; World Health Organization; FP7 People: Marie-Curie Actions; Universitetet i Tromsø; Universiti Malaya; Centre International de Recherche sur le Cancer; U.S. Department of Health and Human Services","keywords":"Surgical oncology; Breast cancer; Medicine; Oncology; Estrogen receptor; Internal medicine; Estrogen; Prospective cohort study; Oestrogen receptor; Bioinformatics; Gynecology; Cancer; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02625573,0.001222578,0.000864715,0.001113429,0.0005668355,0.001337666,0.001515418,0.001205198,0.0005916904],"category_scores_gemma":[0.04082323,0.000752623,0.002373789,0.0007571587,0.0005452384,0.00074004,0.002139627,0.002062605,0.0003218036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007350568,"about_ca_system_score_gemma":0.0008681174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262889,"about_ca_topic_score_gemma":0.005170975,"domain_scores_codex":[0.9932256,0.00436017,0.0003612135,0.001258458,0.0005529015,0.0002415084],"domain_scores_gemma":[0.9740006,0.01521467,0.002791998,0.005572035,0.001672392,0.0007483601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002734274,0.0002602133,0.9813783,0.00002988374,0.001025846,0.0001204748,0.0003163725,0.005743817,0.0003703619,0.0002489168,0.000533668,0.007237875],"study_design_scores_gemma":[0.001104564,0.001629494,0.8887523,0.00007296125,0.001552564,0.0004747061,0.0004332135,0.1013139,0.001310446,0.001905161,0.001323813,0.0001268827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953218,0.0001845211,0.003583549,0.00009058782,0.00001582427,0.00006510165,0.000509765,0.00003670926,0.0001920828],"genre_scores_gemma":[0.9935647,0.0001205658,0.003757599,0.00007300349,0.0000204251,0.0001276814,0.002106489,0.00002126582,0.0002082931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02625573,"threshold_uncertainty_score":0.1388552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933302576139876,"score_gpt":0.4045869510452897,"score_spread":0.3652539252838909,"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."}}