{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000124527,0.0002993894,0.0004747405,0.00006472131,0.0003376435,0.0000476826,0.0001226058,0.00007642405,0.0001083488],"category_scores_gemma":[0.0002025905,0.0001738226,0.0001322378,0.0001238256,0.0007837889,0.00008391243,0.00007286156,0.0001590651,0.0000770872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006925805,"about_ca_system_score_gemma":0.0000633701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003351932,"about_ca_topic_score_gemma":0.000006757036,"domain_scores_codex":[0.998566,0.00006401996,0.0002359359,0.0004236191,0.0002402463,0.0004702203],"domain_scores_gemma":[0.9989166,0.0002703912,0.0001007132,0.0003153736,0.0001857438,0.0002111556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001123569,0.0002762653,0.9886362,0.00007024038,0.0003112443,0.00008616257,0.001125893,2.661473e-7,0.001203183,0.002763094,0.00166428,0.002739618],"study_design_scores_gemma":[0.01513106,0.001445065,0.9755884,0.00008130584,0.0002626828,0.00001062827,0.0001219165,0.0001871941,0.004874224,0.0002857567,0.001938115,0.00007366651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992698,0.0002166033,0.0005924589,0.0007836325,0.0002364032,0.001794307,0.00009698766,0.00008642419,0.003495163],"genre_scores_gemma":[0.9928724,0.0000224023,0.004081883,0.0005575507,0.0004459685,0.0002729369,0.0001423248,0.00003818309,0.00156635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01400749,"threshold_uncertainty_score":0.7088279,"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."}}