{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01226241,0.0003248562,0.0003029752,0.001920394,0.001734318,0.002710308,0.0007288491,0.001402764,0.001333743],"category_scores_gemma":[0.04545149,0.0003619097,0.0004235852,0.001566334,0.001206891,0.002795611,0.002718356,0.001308487,0.0002086721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002924643,"about_ca_system_score_gemma":0.001707051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003726857,"about_ca_topic_score_gemma":0.005401323,"domain_scores_codex":[0.983371,0.01342022,0.0008558512,0.0004516546,0.0008550671,0.00104625],"domain_scores_gemma":[0.9763703,0.01361377,0.00579825,0.0004285982,0.002098956,0.001690257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001711967,0.0007447306,0.3849344,0.0007786845,0.000107195,0.007368972,0.556663,0.0002695697,0.0004938379,0.001480095,0.006170196,0.04081813],"study_design_scores_gemma":[0.00002164731,0.0004637978,0.1366602,0.000887314,0.00004970548,0.005936241,0.8364241,0.0008716668,0.0002933746,0.0006460669,0.01763261,0.0001133085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931285,0.0005652809,0.0006180701,0.003960507,0.00002762825,0.00005841185,0.0000758325,0.00000582034,0.001560067],"genre_scores_gemma":[0.9957302,0.00122648,0.0009584755,0.001555135,0.00003939449,0.0000690051,0.0001213491,0.000007765465,0.0002921582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01226241,"threshold_uncertainty_score":0.06485063,"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."}}