{"id":"W4410538111","doi":"10.1109/cihmcompanion65205.2025.11002696","title":"MGMT Promoter Methylation Predicts Survival in Lung Adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Methylation; Adenocarcinoma; DNA methylation; Oncology; Cancer research; Biology; Medicine; Internal medicine; Genetics; Cancer; Gene; Gene expression","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002206371,0.0001202001,0.0001703413,0.0003786509,0.0001526027,0.0002872528,0.0001084976,0.000214874,0.0008838153],"category_scores_gemma":[0.0009901875,0.00009557583,0.0002183855,0.000299552,0.0001016615,0.0001354955,0.0002430942,0.0002328322,0.0001708974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001843525,"about_ca_system_score_gemma":0.0001166943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002157483,"about_ca_topic_score_gemma":0.003228798,"domain_scores_codex":[0.9998932,0.00002103142,0.00001072027,0.00003213404,0.00002373387,0.00001912905],"domain_scores_gemma":[0.9997246,0.00008094116,0.00008189378,0.00001881952,0.00003773285,0.00005601387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002637859,0.00001109569,0.9907703,0.00001026618,0.00003018185,0.00004977864,0.00003180581,0.0001334789,0.00249664,0.00001071167,0.0001075815,0.006084416],"study_design_scores_gemma":[0.000004117401,0.0000715712,0.9979672,0.000003940957,0.0000369076,0.0001963434,0.00004146856,0.0007477198,0.0005753204,0.00004813305,0.00030478,0.000002376512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984931,0.0007831343,0.0001725693,0.00003899191,0.000004079003,0.000002872678,0.0002000399,0.00001027517,0.0002950902],"genre_scores_gemma":[0.9994796,0.0001203668,0.00006368261,0.000008941824,0.000003861619,0.000001926207,0.0001858072,0.000001513848,0.0001343659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002157483,"threshold_uncertainty_score":0.004289925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033116497683844,"score_gpt":0.2728339642591666,"score_spread":0.2625027992823282,"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."}}