{"id":"W4283266349","doi":"10.14740/gr1501","title":"Investigating Defects of Esophageal Motility in Lung Transplant Recipients","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Louisville","keywords":"Medicine; Internal medicine; Gastroenterology; GERD; Esophagus; Transplantation; Lung; Reflux; Incidence (geometry); Lung transplantation; High resolution manometry; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002973261,0.00009421402,0.0003397355,0.000425869,0.0001315995,0.000003994664,0.000184954,0.00004722529,0.0001971382],"category_scores_gemma":[0.0001406189,0.00009085519,0.00008050231,0.0003804083,0.0002288262,0.00003828741,0.00008686505,0.0009209524,0.000002046635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126423,"about_ca_system_score_gemma":0.00009374338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444666,"about_ca_topic_score_gemma":0.0001228792,"domain_scores_codex":[0.9967167,0.001487633,0.0003867088,0.0002994713,0.0005789392,0.000530575],"domain_scores_gemma":[0.9991944,0.0003087923,0.00005198218,0.0002442054,0.00007333986,0.0001272594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007859222,0.0001902947,0.991685,0.0001918359,0.0000273879,0.0001603141,0.001263928,0.00007491479,0.005138836,0.00006752388,0.00004701575,0.000367047],"study_design_scores_gemma":[0.002441945,0.0008302136,0.9946926,0.00006163515,0.00002059425,0.0001393862,0.0001774098,0.0006653078,0.0007873821,0.000152845,0.000004879118,0.00002581922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983639,0.00009186341,0.000309045,0.0004656038,0.0001206383,0.0004124382,0.0000525057,0.00001619537,0.0001678093],"genre_scores_gemma":[0.996187,0.00001994753,0.003369943,0.0001920534,0.00002499361,0.00008707476,0.000049691,0.00001268136,0.00005664801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004351454,"threshold_uncertainty_score":0.4001131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08006908020646997,"score_gpt":0.4063868109304384,"score_spread":0.3263177307239684,"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."}}