{"id":"W2901499084","doi":"10.1111/den.13294","title":"Peroral endoscopic myotomy (POEM) for complex achalasia and the POEM difficulty score","year":2018,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Achalasia; Myotomy; Medicine; Sigmoid function; Surgery; Adverse effect; Esophagus; 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":[0.0003798427,0.0003252159,0.0003316237,0.000523699,0.0003004473,0.0003730603,0.0001878952,0.0003021896,0.001859891],"category_scores_gemma":[0.001654108,0.0001186162,0.0002621648,0.0003601014,0.0004570113,0.0004145279,0.0005892807,0.0004401244,0.000248729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258335,"about_ca_system_score_gemma":0.0002513435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003531693,"about_ca_topic_score_gemma":0.0009345168,"domain_scores_codex":[0.999715,0.00004499249,0.00004638278,0.00004991502,0.00008318033,0.00006052092],"domain_scores_gemma":[0.9986596,0.0003222393,0.0005974388,0.00005849473,0.00007194528,0.0002903346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003724431,0.00007327269,0.9834236,0.00003608519,0.00003712171,0.004251828,0.00007213779,0.0000767299,0.001985679,0.00002368961,0.0001268113,0.009520674],"study_design_scores_gemma":[0.0000270728,0.001043104,0.9540403,0.000009973642,0.00003129978,0.04347154,0.0001159777,0.0002640056,0.0007278534,0.00002821068,0.0002321759,0.000008456095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988244,0.0003079977,0.0002517763,0.0000210909,0.000003773962,0.00001021881,0.00002423297,0.000003330621,0.0005530451],"genre_scores_gemma":[0.9995431,0.00007935817,0.000213701,0.000009830366,0.000008786892,0.000006098495,0.00003688017,0.000001109798,0.0001011573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001859891,"threshold_uncertainty_score":0.00622201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0398074031061065,"score_gpt":0.3224355841086901,"score_spread":0.2826281810025836,"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."}}