{"id":"W2957932239","doi":"10.21037/jgo.2019.06.09","title":"Clinical outcomes of endoscopic submucosal tunnel dissection compared with conventional endoscopic submucosal dissection for superficial esophageal cancer: a systematic review and meta-analysis","year":2019,"lang":"en","type":"review","venue":"Journal of Gastrointestinal Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Endoscopic submucosal dissection; Esophageal cancer; Cochrane Library; Meta-analysis; Adverse effect; Dissection (medical); Surgery; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002042929,0.0006823108,0.01649752,0.00075076,0.00009002178,0.00002961062,0.0002866107,0.0002027828,0.0002592284],"category_scores_gemma":[0.0009273848,0.000390039,0.004755314,0.000608122,0.0002843552,0.0001377863,0.0000643038,0.001044719,0.000004395402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007905063,"about_ca_system_score_gemma":0.002866037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008660135,"about_ca_topic_score_gemma":0.0003725447,"domain_scores_codex":[0.9931388,0.001166642,0.003786565,0.0005676512,0.0008314923,0.0005087804],"domain_scores_gemma":[0.9912201,0.002510281,0.004178464,0.0003954214,0.001219955,0.0004757357],"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":[0.001459695,0.00166752,0.05573059,0.7186828,0.2199709,0.0008692857,0.00001943291,0.000006431751,9.576722e-7,0.00008970829,0.0001737671,0.001328948],"study_design_scores_gemma":[0.004123067,0.01714351,0.007880873,0.04117861,0.9213881,0.007629325,0.00003427818,0.00001592699,0.000001237528,0.00001098267,0.0003996198,0.0001944394],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009875137,0.9922912,0.0009709904,0.0003977244,0.0002288315,0.004778947,0.0003190468,0.00001405701,0.00001174064],"genre_scores_gemma":[0.01613964,0.9772041,0.004621315,0.0001273162,0.0003617704,0.0008312552,0.0002268822,0.00008098163,0.0004067198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7014172,"threshold_uncertainty_score":0.9998552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1528618791306383,"score_gpt":0.4677685849583051,"score_spread":0.3149067058276669,"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."}}