{"id":"W2072545458","doi":"10.1007/s00464-009-0679-9","title":"Perioperative outcomes after transition from conventional to minimally invasive Ivor-Lewis esophagectomy in a specialized center","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Esophagectomy; Perioperative; Surgery; Abdominal surgery; Single Center; Laparoscopy; Prospective cohort study; Cohort; General surgery; Esophageal cancer; Cancer; 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":[0.000283582,0.0001928085,0.0004608951,0.0004043851,0.0006142166,0.0006605315,0.0003111458,0.0005549809,0.001734069],"category_scores_gemma":[0.001622917,0.0001228785,0.0006461337,0.0004626874,0.0003479142,0.000532161,0.0005779909,0.0007784609,0.0001895691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007161372,"about_ca_system_score_gemma":0.0004510554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002870954,"about_ca_topic_score_gemma":0.004137765,"domain_scores_codex":[0.9996407,0.00005626148,0.00003003521,0.00004637057,0.00002746752,0.0001991898],"domain_scores_gemma":[0.9990055,0.0001325314,0.00022373,0.00003128598,0.00009225949,0.0005145895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008441677,0.001206503,0.9680223,0.00004049812,0.0001974388,0.004935279,0.0007829446,0.0006042769,0.001871022,0.0001690334,0.0008452266,0.01288379],"study_design_scores_gemma":[0.0002160731,0.005055234,0.9885628,0.00001950825,0.000105146,0.0019628,0.002516348,0.000701724,0.0004611343,0.0001370601,0.0002290195,0.00003309988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999532,0.00005982963,0.00002115796,0.00004118643,0.00001555931,0.000006800848,0.00004607356,0.000001573758,0.0002758144],"genre_scores_gemma":[0.9996295,0.0000336606,0.00002121986,0.00003668149,0.00001589867,0.000007341112,0.0001701119,9.653037e-7,0.00008463072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002870954,"threshold_uncertainty_score":0.005801082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560429145618372,"score_gpt":0.3227649655455669,"score_spread":0.3071606740893832,"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."}}