{"id":"W4391151802","doi":"10.1055/a-2226-9356","title":"A new treatment for blown-out myotomy, a diverticulum formed after peroral endoscopic myotomy","year":2024,"lang":"en","type":"article","venue":"Endoscopy","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Myotomy; Achalasia; Surgery; Diverticulum (mollusc); Esophagus; Complication; Esophageal disease","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002343477,0.0003965594,0.0004325901,0.0002118918,0.0003998548,0.00009497764,0.0002269176,0.0001633633,0.004213943],"category_scores_gemma":[0.00003659654,0.0003024758,0.0002637606,0.0001944498,0.00003433504,0.0003328196,0.0001748516,0.0002744358,0.001989443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443934,"about_ca_system_score_gemma":0.0006588122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003714058,"about_ca_topic_score_gemma":0.0004687646,"domain_scores_codex":[0.9973741,0.0001268361,0.0005373065,0.0006122825,0.0003101228,0.001039414],"domain_scores_gemma":[0.9987056,0.0003965433,0.00008330913,0.0004470898,0.00005517225,0.0003122573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0012406,0.0006270743,0.2172082,0.002946503,0.002255892,0.0003103793,0.02861975,0.000003801943,0.001028066,0.0318924,0.6768275,0.03703983],"study_design_scores_gemma":[0.005185211,0.000812089,0.01598296,0.0006127003,0.0005136959,8.610994e-8,0.001147623,0.0005952711,0.0009311468,0.002560354,0.9712827,0.0003762165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6724166,0.008501746,0.1477835,0.01953279,0.02604533,0.03286862,0.0005285554,0.003849398,0.08847345],"genre_scores_gemma":[0.8233322,0.0001533643,0.0125797,0.0009492472,0.001071847,0.00651297,0.00008931048,0.00008499577,0.1552264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2944551,"threshold_uncertainty_score":0.9999427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04629063024635111,"score_gpt":0.4178214692366123,"score_spread":0.3715308389902612,"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."}}