{"id":"W4404193431","doi":"10.1016/j.ebiom.2024.105441","title":"Genomic insights for personalised care in lung cancer and smoking cessation: motivating at-risk individuals toward evidence-based health practices","year":2024,"lang":"en","type":"article","venue":"EBioMedicine","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"Taylor Family Institute for Innovative Psychiatric Research, Washington University School of Medicine in St. Louis; National Institute of General Medical Sciences; National Institute on Drug Abuse; National Heart, Lung, and Blood Institute; National Human Genome Research Institute; World Health Organization; National Cancer Institute; National Science Foundation; National Institutes of Health; National Institute of Environmental Health Sciences; Istituto Superiore di Sanità","keywords":"Smoking cessation; Lung cancer; Medicine; Cancer; Bioinformatics; Oncology; Biology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004326531,0.0001406854,0.000164629,0.0001585568,0.000134118,0.00004095267,0.00009581235,0.00009470303,0.00002092088],"category_scores_gemma":[0.0002587064,0.0001255869,0.00003543954,0.0002318698,0.00007811789,0.0000159271,0.00005633173,0.00011121,3.24494e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004748407,"about_ca_system_score_gemma":0.00078371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003934805,"about_ca_topic_score_gemma":0.0003871506,"domain_scores_codex":[0.9988415,0.00007813208,0.0002647899,0.0004466901,0.0001680266,0.000200811],"domain_scores_gemma":[0.9992934,0.0001699924,0.0002455382,0.000146782,0.00007845122,0.00006581065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004281226,0.00006283216,0.6234804,0.008448196,0.0006133611,0.00001656157,0.05115395,0.002171822,0.1838555,0.00006794784,0.01260629,0.1170951],"study_design_scores_gemma":[0.0137308,0.003409963,0.4001608,0.01342599,0.0009401229,0.00004886797,0.02224544,0.03550784,0.1411656,0.0002575704,0.3670746,0.002032476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7915243,0.200818,0.0008370839,0.005896342,0.0003373782,0.000444116,0.000102608,0.00001592926,0.00002430264],"genre_scores_gemma":[0.9932324,0.003162754,0.001419063,0.0008496476,0.0006936655,0.0002293116,0.000318327,0.00002736871,0.00006748416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3544683,"threshold_uncertainty_score":0.5121283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448996629721331,"score_gpt":0.3693952209038433,"score_spread":0.3244955579317102,"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."}}