{"id":"W2911726713","doi":"10.1097/sle.0000000000000643","title":"Early Routine Use of Upper GI Contrast Series Post Paraesophageal Hernia Repair: A Single Institution Consecutive Case Series","year":2019,"lang":"en","type":"article","venue":"Surgical Laparoscopy Endoscopy & Percutaneous Techniques","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgery; Hernia; Upper gastrointestinal series; Internal hernia; General surgery; Internal medicine; Stomach","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":[0.0002119939,0.0007137362,0.001407276,0.000263026,0.0002141807,0.00009885235,0.0001531634,0.0004375378,0.0007118988],"category_scores_gemma":[0.0001947588,0.0005891735,0.0005352747,0.0003360759,0.0008034949,0.0007159269,0.0001272731,0.0005382584,0.0001185461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003131003,"about_ca_system_score_gemma":0.0002570363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008035672,"about_ca_topic_score_gemma":0.00004987292,"domain_scores_codex":[0.9964594,0.0002336034,0.0009536163,0.0008872518,0.0006315013,0.0008346024],"domain_scores_gemma":[0.997663,0.0002659211,0.0003066457,0.0008118661,0.0005247148,0.0004278326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01310826,0.00228149,0.1714448,0.0004766172,0.0008418275,0.2399444,0.001015047,0.000004177854,0.5673033,0.002470483,0.000229571,0.0008799761],"study_design_scores_gemma":[0.0005188742,0.01216605,0.0007503508,0.0004691171,0.0004720311,0.1850811,0.0002060244,0.00002021408,0.7968608,0.00006382642,0.00299909,0.0003925825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929413,0.0002995084,0.000005151096,0.0001124889,0.0002154989,0.001937294,0.0006101182,0.001195974,0.002682692],"genre_scores_gemma":[0.9778558,0.0001361301,0.01848812,0.0001800793,0.0001007755,0.00008936731,0.0001986851,0.00009582304,0.002855202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2295574,"threshold_uncertainty_score":0.999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312955076240063,"score_gpt":0.2664024730482868,"score_spread":0.2532729222858862,"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."}}