{"id":"W2042600542","doi":"10.1245/s10434-014-3654-1","title":"Routine Contrast Esophagram has Minimal Impact on the Postoperative Management of Patients Undergoing Esophagectomy for Esophageal Cancer","year":2014,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Esophagectomy; Esophageal cancer; Malignancy; Occult; Radiology; Surgical oncology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006274863,0.000261476,0.0008072685,0.0001067827,0.0001259699,0.00001293589,0.0001767272,0.0001241729,0.0003841484],"category_scores_gemma":[0.00006335059,0.0001469182,0.0003958122,0.0002049646,0.0003574782,0.00005357534,0.00007311309,0.0002053127,0.00001106323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565793,"about_ca_system_score_gemma":0.000274659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155555,"about_ca_topic_score_gemma":0.00002271834,"domain_scores_codex":[0.9978862,0.0002415312,0.0005269413,0.0003463415,0.0004560912,0.0005428377],"domain_scores_gemma":[0.9971607,0.001560856,0.0002609615,0.0002866048,0.0004770971,0.0002537995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.101669,0.0194816,0.3225211,0.00181164,0.01118733,0.00170459,0.001583325,0.0006977493,0.000126024,0.08130142,0.03217541,0.4257408],"study_design_scores_gemma":[0.05010616,0.09601545,0.7894473,0.0007125681,0.0006701813,0.0000256967,0.0002753002,0.0009403838,0.032337,0.001679692,0.02730985,0.0004804115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690069,0.003280747,0.00004832914,0.02035626,0.000128376,0.00206253,0.0002355302,0.00002260111,0.004858733],"genre_scores_gemma":[0.9968812,0.001313045,0.0001852816,0.0008181472,0.0001208276,0.0002727029,0.00006890172,0.00002551011,0.000314366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4669262,"threshold_uncertainty_score":0.5991152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065649281221743,"score_gpt":0.4060127218583913,"score_spread":0.3353562290461738,"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."}}