{"id":"W4402530085","doi":"10.1016/j.igie.2024.06.003","title":"Endoscopic vacuum therapy","year":2024,"lang":"en","type":"article","venue":"iGIE","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Cook Medical; Mauna Kea Technologies; Merit Medical Systems; ConMed; Boston Scientific Corporation","keywords":"Medicine; General 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":[0.0005877673,0.0007044043,0.0009265622,0.001072699,0.0008027997,0.001472665,0.0007473753,0.0009627155,0.01462863],"category_scores_gemma":[0.002167276,0.0001688143,0.001037096,0.0007033257,0.0005444537,0.001175837,0.001058052,0.001767191,0.006991722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863034,"about_ca_system_score_gemma":0.0006839276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000575115,"about_ca_topic_score_gemma":0.0007137028,"domain_scores_codex":[0.9993634,0.00010916,0.00005617736,0.000115046,0.0002410144,0.000115161],"domain_scores_gemma":[0.9994835,0.000126719,0.00009233523,0.00008298098,0.0001102592,0.0001042074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006515411,0.0005598453,0.005981042,0.002118616,0.0003138406,0.009163739,0.0002280625,0.0006337976,0.01629998,0.01020046,0.06015455,0.8936945],"study_design_scores_gemma":[0.0003004063,0.001944266,0.01119654,0.001771597,0.0002570229,0.1200325,0.0002300816,0.001590512,0.02185817,0.00606713,0.8346335,0.0001182827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.09227651,0.3694141,0.2132526,0.01269437,0.01186739,0.001179562,0.00231166,0.005461676,0.2915421],"genre_scores_gemma":[0.6253101,0.1501523,0.0770837,0.02046928,0.006735111,0.0009406596,0.003626974,0.001132405,0.1145494],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01462863,"threshold_uncertainty_score":0.04893762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391697091320566,"score_gpt":0.3330436428595,"score_spread":0.2991266719462943,"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."}}