{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001848072,0.0002991203,0.0003826284,0.0009634413,0.0004625063,0.0005561583,0.0004806254,0.0003509362,0.002694845],"category_scores_gemma":[0.005210122,0.0002269616,0.0004603228,0.0005097946,0.0004330495,0.001246958,0.001399715,0.0004098573,0.0004792269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468191,"about_ca_system_score_gemma":0.0007466104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005448654,"about_ca_topic_score_gemma":0.001013439,"domain_scores_codex":[0.99857,0.0002624831,0.000212701,0.0003399084,0.0003248726,0.0002900321],"domain_scores_gemma":[0.9957058,0.0008884424,0.001261455,0.0002084796,0.0002895835,0.001646294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003029497,0.0002875371,0.9781375,0.00004366956,0.00002803979,0.00150937,0.0007030815,0.0001137569,0.000442918,0.00004334262,0.0003050588,0.01808281],"study_design_scores_gemma":[0.00007065215,0.002168344,0.9795694,0.00006885087,0.00002840868,0.0121608,0.003269506,0.0008006452,0.0004886466,0.0001312418,0.001206231,0.00003721168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992661,0.0002098389,0.0001602796,0.00003711853,0.000005320304,0.00001400244,0.00002632026,0.000003219219,0.000277849],"genre_scores_gemma":[0.9992579,0.0001895166,0.0002154921,0.00004777684,0.00001543857,0.00001956107,0.00008547121,0.000003335191,0.0001654037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002694845,"threshold_uncertainty_score":0.009773672,"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."}}