{"id":"W4377981126","doi":"10.1016/j.ebiom.2023.104623","title":"Evaluation of pre-diagnostic blood protein measurements for predicting survival after lung cancer diagnosis","year":2023,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Faculty of Medicine and Health, University of Sydney; School of Public Health, Imperial College London; Rijksinstituut voor Volksgezondheid en Milieu; Medical Research Council; Norwegian Institute of Public Health; Centers for Disease Control and Prevention; National Institutes of Health; Consejería de Salud y Familias, Junta de Andalucía; Mutuelle Générale de l'Education Nationale; Institut Gustave-Roussy; National Health and Medical Research Council; Institut National Du Cancer; Cancer Council Victoria; Deutsche Krebshilfe; Associazione Italiana per la Ricerca sul Cancro; Ligue Contre le Cancer; Deutsches Krebsforschungszentrum; Cancer Research Foundation in Northern Sweden; Instituto de Salud Carlos III; Helse Midt-Norge; Health Research Foundation; Vetenskapsrådet; Institut National de la Santé et de la Recherche Médicale; VicHealth; Imperial College London; Ministère des Affaires Sociales et de la Santé; Faculté de médecine et des sciences de la santé, Université de Sherbrooke; World Health Organization; Cancer Research UK; Cancerfonden; School of Public Health, Portland State University; Norges Teknisk-Naturvitenskapelige Universitet; Department of Epidemiology and Biostatistics, University of California, San Francisco; Kræftens Bekæmpelse; European Commission; Compagnia di San Paolo; Umeå Universitet; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; World Cancer Research Fund; National Research Council; Ministerie van Volksgezondheid, Welzijn en Sport; NIHR Imperial Biomedical Research Centre; Centre International de Recherche sur le Cancer","keywords":"Lung cancer; Medicine; Cancer; Lung; Oncology; Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002216219,0.0002292973,0.0004943668,0.0002681672,0.00006866454,0.000008672883,0.0000819835,0.00009504317,0.0004850032],"category_scores_gemma":[0.001830351,0.0001784417,0.0001371902,0.0006255931,0.00007623538,0.00006867335,0.00004040912,0.00008843078,0.000006926123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004300677,"about_ca_system_score_gemma":0.0003825251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004822616,"about_ca_topic_score_gemma":0.0002137033,"domain_scores_codex":[0.9968255,0.0001043982,0.0005070573,0.0004310724,0.00174601,0.000385923],"domain_scores_gemma":[0.9979458,0.0004380227,0.0001967984,0.000351524,0.0008973132,0.0001705155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003704897,0.0008271299,0.9701425,0.001682414,0.001850333,0.00002111104,0.0009308548,0.00006468047,0.003160168,0.00000576874,0.004271149,0.01667336],"study_design_scores_gemma":[0.01673809,0.001179669,0.9259638,0.005767767,0.01071956,0.00000392881,0.0001005956,0.002717872,0.03598686,0.00008593578,0.0005194349,0.0002164491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838495,0.006625738,0.00004750431,0.00304943,0.0007532345,0.005193623,0.0001966241,0.0001194357,0.000164857],"genre_scores_gemma":[0.9719801,0.0004301143,0.0001748176,0.00008523411,0.000713483,0.02621754,0.0001685202,0.00005014261,0.0001800676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04417871,"threshold_uncertainty_score":0.7276641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090567515312614,"score_gpt":0.3742787320069618,"score_spread":0.3133730568538357,"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."}}