{"id":"W3126369925","doi":"10.1007/s00464-020-08282-0","title":"SAGES guidelines for the use of peroral endoscopic myotomy (POEM) for the treatment of achalasia","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Achalasia; Myotomy; Medicine; General surgery; Surgery; Esophagus","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":[0.0001084187,0.0002124205,0.0005296021,0.00003300119,0.0001105263,0.00001625901,0.00009759076,0.00007046137,0.0001320872],"category_scores_gemma":[0.0003595809,0.00009682636,0.0004901161,0.0001295908,0.0001444144,0.00004268047,0.0000239886,0.00005248878,0.00000323266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004593433,"about_ca_system_score_gemma":0.0001420839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005643863,"about_ca_topic_score_gemma":0.00001388477,"domain_scores_codex":[0.9986846,0.00004510538,0.0004619942,0.0002576692,0.0002512526,0.0002993217],"domain_scores_gemma":[0.9966809,0.002140733,0.0001366444,0.0004780874,0.0004731125,0.00009058334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006354997,0.008941736,0.7257513,0.001166246,0.00846787,0.001221316,0.001617929,0.0005926029,0.003549567,0.005536078,0.01041852,0.2263819],"study_design_scores_gemma":[0.06786973,0.00877727,0.1158844,0.0002911451,0.003638234,0.00003723801,0.0004275198,0.002664978,0.2793491,0.0002878872,0.5206094,0.0001630966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827766,0.00820324,0.00125377,0.004011891,0.000472611,0.002717889,0.0003822753,0.00003431619,0.0001473908],"genre_scores_gemma":[0.9838398,0.00177481,0.009719773,0.0001399239,0.0002377413,0.0005264467,0.00008856511,0.00002822091,0.003644778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6098669,"threshold_uncertainty_score":0.3948464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1997933565312656,"score_gpt":0.4077178099441598,"score_spread":0.2079244534128943,"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."}}