{"id":"W4402148355","doi":"10.1093/dote/doae057.286","title":"561. COMMONALITY AND VARIATION IN PERIOPERATIVE ESOPHAGEAL CANCER MANAGEMENT IN HIGH VOLUME EUROPEAN CENTERS","year":2024,"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":"Ottawa Hospital","funders":"","keywords":"Medicine; Esophageal cancer; Perioperative; Variation (astronomy); Volume (thermodynamics); Cancer; General surgery; Internal medicine; Oncology; Surgery","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":[0.003517554,0.0001268485,0.0002239986,0.001237892,0.0004500186,0.001171614,0.0006983112,0.0003797084,0.001703249],"category_scores_gemma":[0.01140479,0.0001422272,0.0003403593,0.002045939,0.0005876208,0.0006750157,0.001531724,0.0002614754,0.0001778684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000829983,"about_ca_system_score_gemma":0.0006874966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006482653,"about_ca_topic_score_gemma":0.006541329,"domain_scores_codex":[0.9957983,0.00205892,0.0006127178,0.0005888422,0.0005052758,0.0004359426],"domain_scores_gemma":[0.9886563,0.004376183,0.004167872,0.0006434913,0.001264421,0.0008917503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004899414,0.00001636375,0.9906884,0.00004654506,0.00004311057,0.0001344151,0.002182809,0.00009068431,0.0001572306,0.0001345197,0.0004052014,0.006051689],"study_design_scores_gemma":[0.000003036986,0.00004400636,0.9923431,0.00005698111,0.00001246834,0.0003270105,0.006155472,0.0001898304,0.00008827655,0.00007619892,0.0006934379,0.00001022997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976719,0.0005386589,0.0001725292,0.0002604888,0.000008232471,0.0000121774,0.000225428,0.000006169036,0.001104458],"genre_scores_gemma":[0.999449,0.0001399374,0.0001006007,0.00006000379,0.000004487915,0.00000784871,0.0001742749,0.000002099025,0.00006166758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006482653,"threshold_uncertainty_score":0.01860285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172494861025791,"score_gpt":0.2972165357549477,"score_spread":0.2854915871446898,"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."}}