{"id":"W4281747543","doi":"10.7759/cureus.25443","title":"A Comparative Analysis of Video-Assisted Thoracoscopic Surgery and Thoracotomy in Non-Small-Cell Lung Cancer in Terms of Their Oncological Efficacy in Resection: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Cureus","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Medicine; Thoracotomy; Mediastinal lymph node; Dissection (medical); Lung cancer; Pneumonectomy; Surgery; Lymph node; Thoracoscopy; Mediastinum; Video-assisted thoracoscopic surgery; General surgery; Cancer; Oncology; Metastasis; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008221236,0.001313064,0.01321893,0.008342987,0.0005866796,0.002553978,0.001504023,0.001672992,0.003201681],"category_scores_gemma":[0.02961794,0.0008993543,0.01561616,0.00864773,0.0009873416,0.002216849,0.001151713,0.001019405,0.0002110277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002632222,"about_ca_system_score_gemma":0.006273421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004686366,"about_ca_topic_score_gemma":0.01499009,"domain_scores_codex":[0.9924435,0.002308398,0.003362311,0.0006459421,0.001068967,0.0001709213],"domain_scores_gemma":[0.9755224,0.01821139,0.003873737,0.0002969221,0.001792316,0.0003031895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009646955,0.00002865337,0.001196111,0.9261524,0.05462323,0.00008828157,0.0001188448,0.00009574342,0.0002581798,0.0001222614,0.0003132832,0.01603823],"study_design_scores_gemma":[0.001274448,0.0007110068,0.00726588,0.3488092,0.6343146,0.0003247981,0.0002831239,0.0001872344,0.000326244,0.000355966,0.006083191,0.00006440571],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002968059,0.9958444,0.0001805202,0.0001236682,0.00008562556,0.0003521188,0.0002715445,0.000006876281,0.0001671647],"genre_scores_gemma":[0.05678443,0.9400044,0.001010542,0.0005381349,0.0001373774,0.001049483,0.0003229151,0.00001043607,0.0001422139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01321893,"threshold_uncertainty_score":0.04347861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0954890240679061,"score_gpt":0.4239241957599194,"score_spread":0.3284351716920133,"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."}}