{"id":"W4297216556","doi":"10.1093/dote/doac051.403","title":"403. FRAILTY AS A PREDICTOR OF POSTOPERATIVE COMPLICATIONS IN PATIENTS UNDERGOING ESOPHAGECTOMY","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; Esophageal cancer; Grip strength; Prospective cohort study; Complication; Climb; Surgery; Cancer; Physical therapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005027885,0.0002216984,0.0002403455,0.0004991911,0.0003156222,0.0004720375,0.000202839,0.0003687657,0.002737786],"category_scores_gemma":[0.003116939,0.0001550629,0.0003863675,0.0005060821,0.0002241019,0.0003187116,0.0003669789,0.000576443,0.0002608713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001674845,"about_ca_system_score_gemma":0.0002640638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002284549,"about_ca_topic_score_gemma":0.002396557,"domain_scores_codex":[0.9997759,0.00004904443,0.00003511793,0.00003192052,0.00005056962,0.00005741667],"domain_scores_gemma":[0.998421,0.0003780227,0.0006053387,0.00006555688,0.0001411591,0.0003889271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004942704,0.00001083166,0.9995152,0.000001860363,0.00001186513,0.0000200067,0.000009582892,0.00001736911,0.00004430806,0.000002812954,0.00003057199,0.0002862182],"study_design_scores_gemma":[0.000003217421,0.00008559207,0.9994798,0.000002897968,0.000008839901,0.000091772,0.00004991365,0.0002033301,0.00002050575,0.00001073717,0.00004139736,0.000002076064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995508,0.00009478177,0.0000291928,0.00003045554,0.000005612328,0.000002363914,0.0001089568,0.000001192828,0.0001767307],"genre_scores_gemma":[0.9998203,0.00001538682,0.00001427652,0.000009069648,0.000005316974,0.000001856393,0.00008662101,4.281451e-7,0.00004677606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002737786,"threshold_uncertainty_score":0.00915885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635425289953566,"score_gpt":0.3002344260005118,"score_spread":0.2838801731009761,"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."}}