{"id":"W7117701240","doi":"10.1053/j.semtcvs.2025.11.001","title":"Shall We Step Outside the Cage? Non-Intercostal Approaches to Pulmonary Lobectomy","year":2025,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Université de Montréal","keywords":"Cardiothoracic surgery; Mortality rate; Lung; Standard of care; Intercostal nerves; Pneumonectomy","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":[0.001981016,0.0003390759,0.0004389964,0.000410281,0.001196027,0.002486767,0.0009254479,0.001605148,0.00847262],"category_scores_gemma":[0.003312319,0.0001858341,0.001229464,0.0002816968,0.002166671,0.003831535,0.001539701,0.005070935,0.001735759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007003102,"about_ca_system_score_gemma":0.001556049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008482977,"about_ca_topic_score_gemma":0.005190444,"domain_scores_codex":[0.9994431,0.0001697412,0.00005021921,0.00007091864,0.000130543,0.0001353596],"domain_scores_gemma":[0.9985183,0.0006530879,0.0001637183,0.0001666837,0.0001581734,0.0003400497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001210295,0.0006330335,0.01814169,0.001142156,0.0004261037,0.008466975,0.001300805,0.002378502,0.008466188,0.05415364,0.08763172,0.8160488],"study_design_scores_gemma":[0.0007954488,0.003497553,0.06761423,0.006658322,0.000704732,0.1207797,0.007481064,0.005009322,0.004611687,0.1769883,0.6054969,0.0003626504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1281383,0.2897875,0.07547464,0.315038,0.0365294,0.0001093534,0.0002443659,0.0004504923,0.154228],"genre_scores_gemma":[0.6836452,0.1256804,0.03958592,0.05902894,0.06372005,0.0001234406,0.0002943271,0.0002824258,0.02763934],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00847262,"threshold_uncertainty_score":0.02834374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140661213716677,"score_gpt":0.2774799566257529,"score_spread":0.2360733444885861,"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."}}