{"id":"W4408675992","doi":"10.1186/s13019-025-03384-z","title":"Advancements in diagnosis and treatment of lung adenocarcinoma patients under ECMO support: a case series and comprehensive literature review","year":2025,"lang":"en","type":"review","venue":"Journal of Cardiothoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Key Research and Development Program of China; Foundation for Innovative Research Groups of the National Natural Science Foundation of China","keywords":"Cardiothoracic surgery; Cardiac surgery; Medicine; General surgery; Adenocarcinoma; Intensive care medicine; Series (stratigraphy); Surgery; Internal medicine; Cancer; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002964726,0.0005563352,0.005552844,0.0007059601,0.00004014723,0.00003229857,0.00004607338,0.000215039,0.00001845297],"category_scores_gemma":[0.0001265543,0.0003724331,0.001132521,0.000537695,0.00007638665,0.0002025565,0.00005096797,0.0002505207,3.671258e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007557408,"about_ca_system_score_gemma":0.0006674204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008713201,"about_ca_topic_score_gemma":0.000007557403,"domain_scores_codex":[0.9970016,0.0003787874,0.001609974,0.0003691385,0.000383552,0.0002569857],"domain_scores_gemma":[0.9966466,0.001181863,0.001183612,0.0003373931,0.0004331852,0.0002173691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001336445,0.0004220519,0.1272089,0.1497462,0.002101912,0.01304486,0.00009134837,2.410534e-7,9.471959e-9,0.000001309466,0.002025671,0.7052238],"study_design_scores_gemma":[0.001396292,0.001122561,0.007603414,0.531836,0.01353205,0.01866239,0.00004168101,8.778881e-8,0.000002636978,0.000003841992,0.4254852,0.0003138],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004846848,0.9928795,7.430368e-7,0.0001651656,0.0004493814,0.001416197,0.0002061706,0.000004361531,0.00003164496],"genre_scores_gemma":[0.001388345,0.9978483,0.00007552264,0.0001291547,0.000138592,0.0002072275,0.000106431,0.00003750143,0.00006897309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.70491,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934975926023845,"score_gpt":0.3724655278077153,"score_spread":0.3331157685474768,"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."}}