{"id":"W4386318205","doi":"10.1093/dote/doad052.189","title":"385. HOSPITAL COSTS OF POSTOPERATIVE ADVERSE EVENTS FOLLOWING ESOPHAGECTOMY: RESULTS FROM 10 CANADIAN INSTITUTIONS","year":2023,"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; Adverse effect; Incidence (geometry); Esophageal cancer; Pneumonia; Emergency medicine; General surgery; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.002044578,0.0007559764,0.001004235,0.007954646,0.001010451,0.001641539,0.0009679151,0.000458354,0.003150639],"category_scores_gemma":[0.01055202,0.0003594855,0.003256547,0.01608603,0.0003097408,0.0004809001,0.0008130051,0.0005155334,0.0003054634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03415845,"about_ca_system_score_gemma":0.04095471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9731699,"about_ca_topic_score_gemma":0.9798149,"domain_scores_codex":[0.9969224,0.0003314329,0.0005490618,0.0003542754,0.001442289,0.0004005389],"domain_scores_gemma":[0.9911595,0.0008417409,0.002788487,0.000121669,0.004553464,0.0005351064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041365,0.00004943076,0.9164985,0.01090681,0.005320411,0.0001827126,0.000365217,0.001200397,0.0001768019,0.0003552972,0.0164262,0.04747686],"study_design_scores_gemma":[0.000111665,0.00009146556,0.9838997,0.002317362,0.002865945,0.0001534592,0.0005286457,0.0004359756,0.0001495555,0.00005969997,0.009329328,0.00005712268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5131614,0.1376717,0.0004767537,0.001841955,0.0001327743,0.0003645727,0.3333419,0.00009274577,0.01291617],"genre_scores_gemma":[0.9076781,0.03138971,0.0009753397,0.0006685879,0.00006280775,0.0002010034,0.05755622,0.0000244093,0.001443743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03415845,"threshold_uncertainty_score":0.247838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001418864348384,"score_gpt":0.3101096323663487,"score_spread":0.2900954437228648,"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."}}