{"id":"W4223541315","doi":"10.1093/dote/doac020","title":"Treatment of anastomotic leak after esophagectomy: insights of an international case vignette survey and expert discussions","year":2022,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"Radboud Universitair Medisch Centrum; Radboud Universiteit","keywords":"Medicine; Esophagectomy; Anastomosis; Modalities; General surgery; Surgery; Closure (psychology); Esophageal 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":[0.00006088419,0.0001559189,0.0003440513,0.000137353,0.0001060231,0.000006077497,0.0001578489,0.00002096447,0.0003658777],"category_scores_gemma":[0.00005952532,0.00009138398,0.0001847339,0.0002056553,0.0002053493,0.00008424224,0.0001755273,0.00006276359,6.719159e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610027,"about_ca_system_score_gemma":0.0001519114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246801,"about_ca_topic_score_gemma":0.0002284706,"domain_scores_codex":[0.9985639,0.0002655786,0.0002770932,0.0002470233,0.0004874632,0.0001589298],"domain_scores_gemma":[0.9989297,0.0001134815,0.000136944,0.0005060019,0.00009359144,0.0002203181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003339022,0.003884963,0.9825654,0.00007202923,0.0004904398,0.003189516,0.001171342,0.00006648332,0.00004386437,0.00005114472,0.00005407238,0.005071707],"study_design_scores_gemma":[0.003104305,0.002569729,0.9895418,0.00002704758,0.0001687133,0.0002582237,0.0002762257,0.000267727,0.003621044,0.00008395649,0.000009703718,0.00007152701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8885976,0.1093429,0.000001239909,0.0001821609,0.0001314922,0.0004743856,0.001246938,0.00000969035,0.00001351272],"genre_scores_gemma":[0.9992341,0.0001536502,0.00003483407,0.00003936652,0.00004492638,0.0001635107,0.0001132358,0.00001859394,0.0001977648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106365,"threshold_uncertainty_score":0.4006104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016137155415497,"score_gpt":0.3191670406193819,"score_spread":0.299005669065227,"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."}}