{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000798211,0.0003935195,0.0006689739,0.001675809,0.0006543885,0.001077133,0.0006191195,0.0006699893,0.00235289],"category_scores_gemma":[0.005374352,0.0005832034,0.0004519715,0.001520482,0.0007692098,0.001095257,0.0007861688,0.0007337788,0.0004136263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006082579,"about_ca_system_score_gemma":0.0007684994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133588,"about_ca_topic_score_gemma":0.002045351,"domain_scores_codex":[0.9985642,0.0001788126,0.000388114,0.0003184216,0.0003003606,0.0002501612],"domain_scores_gemma":[0.9928764,0.001713218,0.003734185,0.0005822949,0.000376833,0.0007171638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000811302,0.0000528026,0.9847794,0.0000614458,0.00003753872,0.01237992,0.0001586446,0.00002476834,0.0003052847,0.0000231708,0.0001459891,0.001949985],"study_design_scores_gemma":[0.00002192816,0.0003617628,0.8498559,0.0001180413,0.0001208807,0.1465765,0.001272139,0.0002291709,0.0005812653,0.00006350633,0.000770986,0.00002795376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978421,0.001287198,0.0001903769,0.00005263666,0.00001445713,0.00003004465,0.0001226208,0.000008817708,0.0004517591],"genre_scores_gemma":[0.9992598,0.0003589579,0.0001145497,0.0000481942,0.00002866005,0.000008529836,0.0001318877,0.000003302272,0.0000461159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00235289,"threshold_uncertainty_score":0.007871211,"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."}}