{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01190892,0.001172336,0.0008186366,0.001332636,0.0003269762,0.001391985,0.001220088,0.0011234,0.001164151],"category_scores_gemma":[0.02242689,0.0003520659,0.001076553,0.001032932,0.0004776384,0.0007816309,0.0009041827,0.001395112,0.000365609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005909193,"about_ca_system_score_gemma":0.0008932988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002335969,"about_ca_topic_score_gemma":0.002374446,"domain_scores_codex":[0.995993,0.00234133,0.0002165577,0.0006585563,0.0005909264,0.0001995611],"domain_scores_gemma":[0.9834942,0.008907731,0.003695413,0.001444173,0.001458395,0.00100015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00137807,0.00008201801,0.9886585,0.00006346915,0.0004193045,0.00003698933,0.00004008783,0.001764437,0.0007081762,0.00004188462,0.000189519,0.006617591],"study_design_scores_gemma":[0.00008507993,0.001564921,0.9469628,0.00006867973,0.0006786671,0.0003387558,0.0001229293,0.04598957,0.002974254,0.0004117932,0.0007716125,0.00003090075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900606,0.002580993,0.005378419,0.0003230837,0.00006378013,0.00004342289,0.0008621845,0.00007889152,0.0006085956],"genre_scores_gemma":[0.9970105,0.0001941989,0.002102848,0.00005205577,0.00002592996,0.00001712472,0.0004597346,0.000006782695,0.0001308769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190892,"threshold_uncertainty_score":0.06298113,"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."}}