{"id":"W3092781265","doi":"10.1186/s13019-020-01353-2","title":"Elevated preoperative CEA is associated with subclinical nodal involvement and worse survival in stage I non-small cell lung cancer: a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"Journal of Cardiothoracic Surgery","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Stage (stratigraphy); Lung cancer; Internal medicine; Oncology; Cardiothoracic surgery; Adenocarcinoma; Subclinical infection; Meta-analysis; Lymph node; Disease; Cancer; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.009225217,0.000847699,0.02785978,0.0009645998,0.0000793761,0.0001088864,0.0002139593,0.000280924,0.00008870984],"category_scores_gemma":[0.002470267,0.0004832602,0.004175269,0.002583145,0.0001628269,0.0001644252,0.0001927762,0.001664789,0.000001164147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000955056,"about_ca_system_score_gemma":0.00265939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009532031,"about_ca_topic_score_gemma":0.0001222273,"domain_scores_codex":[0.9903838,0.003254411,0.003520665,0.000700387,0.001593554,0.0005471989],"domain_scores_gemma":[0.9903911,0.004255448,0.003195249,0.000512807,0.001095232,0.0005501348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001010479,0.00009113615,0.005142281,0.6490617,0.3425888,0.001709648,0.000285596,0.000002591349,1.431269e-7,1.376702e-7,0.0006047759,0.0004121455],"study_design_scores_gemma":[0.0004760136,0.0001930115,0.0002212267,0.1531225,0.8420524,0.00008618194,0.0001444575,0.00002291158,0.000001300117,1.85741e-7,0.00325687,0.0004229422],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004805658,0.9946851,0.00003487093,0.0006611557,0.00008422248,0.003720426,0.0002860239,0.0000128931,0.0000348063],"genre_scores_gemma":[0.001019123,0.9973837,0.00005634506,0.0004022924,0.0001164594,0.0004222306,0.00003275086,0.00008586977,0.0004812781],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4994636,"threshold_uncertainty_score":0.9997619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1265175555512045,"score_gpt":0.4219712180852359,"score_spread":0.2954536625340314,"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."}}