{"id":"W4414049841","doi":"10.1093/dote/doaf061.341","title":"342. ROBOTIC-ASSISTED MINIMALLY INVASIVE, OPEN, AND CONVENTIONAL MINIMALLY INVASIVE ESOPHAGECTOMY FOR ESOPHAGEAL CARCINOMA—COMPREHENSIVE QUANTITATIVE ANALYSIS OF PERIOPERATIVE OUTCOMES AND SURVIVAL","year":2025,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perioperative; Esophagectomy; Esophageal cancer; Anastomosis; Randomized controlled trial; Cochrane Library; Lymph node; Meta-analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02344487,0.001032569,0.004228814,0.009443387,0.0003289933,0.001889217,0.001087082,0.0008189189,0.002357432],"category_scores_gemma":[0.05340338,0.0004829906,0.01689518,0.008228506,0.000682635,0.001549721,0.00125783,0.0007016965,0.0001871009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495058,"about_ca_system_score_gemma":0.002098649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657298,"about_ca_topic_score_gemma":0.004132004,"domain_scores_codex":[0.9760417,0.008569146,0.009758648,0.00179557,0.003572114,0.000262755],"domain_scores_gemma":[0.9531181,0.0273864,0.01460449,0.001311287,0.003177346,0.0004023003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.005861307,0.0001421977,0.1175523,0.46038,0.2482697,0.0002316337,0.000469203,0.002795272,0.0008462383,0.001331247,0.002940266,0.1591806],"study_design_scores_gemma":[0.002393966,0.002868705,0.4125133,0.09188818,0.4576999,0.001721177,0.0007013575,0.003177676,0.0009922063,0.004490477,0.02118779,0.0003652745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06918033,0.9025017,0.005784135,0.0007657525,0.000185712,0.001738227,0.01759654,0.00006667982,0.002180935],"genre_scores_gemma":[0.8590046,0.1109965,0.01296764,0.0008775961,0.0003158617,0.00511164,0.01013753,0.0000445496,0.0005441546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02344487,"threshold_uncertainty_score":0.1239898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03975921277999707,"score_gpt":0.3551884408734899,"score_spread":0.3154292280934928,"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."}}