{"id":"W4295449593","doi":"10.1111/den.14435","title":"Learning curve for peroral endoscopic myotomy in therapeutic endoscopy experts and nonexperts: Large single‐center experience","year":2022,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Interquartile range; Myotomy; Therapeutic endoscopy; Achalasia; Endoscopy; GERD; Adverse effect; Single Center; Retrospective cohort study; Surgery; Esophagus; Internal medicine; Reflux; 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"],"consensus_categories":[],"category_scores_codex":[0.0001698555,0.0003946425,0.000547501,0.0002606254,0.000421509,0.00004904816,0.000149004,0.00006920292,0.0002663373],"category_scores_gemma":[0.00014031,0.0003611834,0.0001261768,0.0002635066,0.0001231928,0.0002126417,0.0001774012,0.0003661207,0.000007529076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000458369,"about_ca_system_score_gemma":0.00009338771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003914556,"about_ca_topic_score_gemma":0.000004327822,"domain_scores_codex":[0.9974803,0.0001871722,0.0003737221,0.0007287358,0.0004064417,0.0008236806],"domain_scores_gemma":[0.9990578,0.0002546032,0.0001296749,0.0002723286,0.00006414385,0.0002214251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005893437,0.001154339,0.9835867,0.00003843602,0.00007967452,0.0003722632,0.007374324,0.00001015165,0.005513061,0.0002931241,0.00002473023,0.0009639092],"study_design_scores_gemma":[0.0497949,0.01409643,0.8565906,0.0003814862,0.0002008936,0.0000971081,0.02359409,0.001064951,0.04077022,0.000367091,0.01227462,0.0007676313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951527,0.001378519,0.0006390976,0.0001125368,0.0003372912,0.001465359,0.00006784009,0.0001009363,0.0007457724],"genre_scores_gemma":[0.9948378,0.00003616107,0.001556085,0.0005544334,0.00008448763,0.002060432,0.0001516975,0.00007420225,0.000644742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1269961,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707638395643627,"score_gpt":0.3167525365134315,"score_spread":0.2896761525569952,"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."}}