{"id":"W2981304630","doi":"10.14740/gr1185","title":"Revisiting the Reliability of the Endoscopy and Sedation-Assisted High-Resolution Esophageal Motility Assessment","year":2019,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sedation; Dysphagia; Achalasia; High resolution manometry; Endoscopy; Anesthesia; Esophageal motility disorder; Catheter; Population; Surgery; Esophagus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01017086,0.000404869,0.000528224,0.0006867007,0.0002260832,0.0007461605,0.0007133397,0.0004810154,0.0005893484],"category_scores_gemma":[0.03816251,0.0001684276,0.0004762105,0.0005118659,0.0005681198,0.0008558166,0.0006637236,0.0006003724,0.0003084074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003389851,"about_ca_system_score_gemma":0.0006915804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008125672,"about_ca_topic_score_gemma":0.00155059,"domain_scores_codex":[0.9927598,0.003682381,0.001025802,0.0005450582,0.001679946,0.000307017],"domain_scores_gemma":[0.9656866,0.01682007,0.007299614,0.00225424,0.007232216,0.0007072383],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009484921,0.00007429508,0.9586895,0.0002153134,0.0001501137,0.0003530821,0.000327399,0.0001973365,0.002995034,0.00005887951,0.0003431589,0.03564725],"study_design_scores_gemma":[0.00003167437,0.001850486,0.9878962,0.0001320838,0.0001930099,0.002529055,0.0004793413,0.002462473,0.002976166,0.00008001339,0.001351024,0.00001846535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946885,0.002206238,0.001479289,0.0002322633,0.00009719189,0.00004486765,0.00007235849,0.00001547292,0.001163733],"genre_scores_gemma":[0.9987161,0.0002497653,0.0008054584,0.00004036844,0.00005119124,0.00001155048,0.00007077621,0.000003836674,0.00005100679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9898291,"threshold_uncertainty_score":0.05378932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996982631345028,"score_gpt":0.3592437030250602,"score_spread":0.3292738767116099,"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."}}