{"id":"W2174844941","doi":"10.1089/109264202753486902","title":"Effect of Laparoscopic Failure on Outcome of Laparoscopic Nissen Fundoplication: Independent Review","year":2002,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Medicine; Nissen fundoplication; Dysphagia; Surgery; Patient satisfaction; Laparoscopic surgery; Laparoscopy; Quality of life (healthcare); General surgery; Reflux; Nursing; Internal medicine","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":[0.0005472482,0.0004070128,0.002204908,0.0002829315,0.00004824239,0.000009443066,0.0003133542,0.0001564517,0.0004475449],"category_scores_gemma":[0.0003452751,0.0002737071,0.0005507164,0.0003975022,0.0001513809,0.0001845261,0.00005942646,0.000607321,0.00001626385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001548711,"about_ca_system_score_gemma":0.00004039949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002257477,"about_ca_topic_score_gemma":4.941271e-7,"domain_scores_codex":[0.996361,0.0002731748,0.001728292,0.0003235728,0.0009394818,0.0003745433],"domain_scores_gemma":[0.997017,0.0004423877,0.001322311,0.0006262581,0.0002985259,0.0002935399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003947118,0.006284883,0.7877547,0.02803239,0.001850585,0.006591611,0.0001718935,0.00002123938,0.03481175,0.001530427,0.004433252,0.1245702],"study_design_scores_gemma":[0.01669027,0.03071083,0.01054235,0.01621704,0.001311362,0.001530222,0.00001208676,0.000006353784,0.9069586,0.0003059931,0.0153947,0.0003201717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836211,0.01133103,0.00005678476,0.000981628,0.0001846237,0.001373426,0.0000168569,0.00008063971,0.002353938],"genre_scores_gemma":[0.9877869,0.008084455,0.00317071,0.0001952595,0.0001079354,0.00006152587,0.000008204614,0.00003694375,0.0005480974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8721469,"threshold_uncertainty_score":0.9999715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882795942785216,"score_gpt":0.342754349266549,"score_spread":0.3239263898386968,"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."}}