{"id":"W4297359542","doi":"10.1093/dote/doac051.190","title":"190. IMPLEMENTATION OF THE ESOPHAGECTOMY COMPLICATIONS CONSENSUS GROUP DEFINITIONS: THE BENEFITS OF SPEAKING THE SAME LANGUAGE","year":2022,"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":"Medicine; Esophagectomy; Complication; Observational study; Meta-analysis; Pneumothorax; Confidence interval; Study heterogeneity; Surgery; General surgery; Esophageal cancer; Internal medicine; Cancer","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1880574,0.0009945281,0.003095709,0.007977392,0.0008086348,0.005886393,0.003123451,0.002848303,0.003060556],"category_scores_gemma":[0.3371528,0.001028178,0.007407185,0.005834061,0.002273073,0.005980659,0.004537757,0.003470304,0.0008282697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005018353,"about_ca_system_score_gemma":0.01554876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006783247,"about_ca_topic_score_gemma":0.008520659,"domain_scores_codex":[0.7517203,0.1272362,0.07332582,0.007930749,0.03808684,0.001700041],"domain_scores_gemma":[0.669041,0.1865727,0.06888486,0.01324854,0.06045052,0.001802328],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002200573,0.00009875025,0.01691404,0.4617769,0.01396264,0.0001845109,0.00364873,0.000920024,0.002004876,0.01053359,0.04338726,0.4443682],"study_design_scores_gemma":[0.00275363,0.001156606,0.08496168,0.6015669,0.02589552,0.0008779509,0.003073924,0.001118017,0.004190979,0.01113838,0.2628101,0.000456385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.01977967,0.8757861,0.02116269,0.04933869,0.009951962,0.004391445,0.007507186,0.0002119908,0.01187026],"genre_scores_gemma":[0.419557,0.3734499,0.1112392,0.05384437,0.006088712,0.01838205,0.01369229,0.0004758583,0.003270705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8119426,"threshold_uncertainty_score":0.9945547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520787026433257,"score_gpt":0.3291156163434608,"score_spread":0.2939077460791282,"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."}}