{"id":"W2007557593","doi":"10.1007/s00464-004-8903-0","title":"Should laparoscopic paraesophageal hernia repair be abandoned in favor of the open approach?","year":2004,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Abdominal surgery; Hepatology; General surgery; Hernia; Laparoscopy; Hernia repair; Surgery; Endoscopy","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":[0.003642218,0.0005412037,0.00140986,0.000881075,0.001654814,0.002314583,0.001368762,0.01197819,0.005929461],"category_scores_gemma":[0.01790673,0.0002817524,0.001154596,0.0006973821,0.002721253,0.00372622,0.0006821895,0.009714154,0.002725244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806425,"about_ca_system_score_gemma":0.002164038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209044,"about_ca_topic_score_gemma":0.003295777,"domain_scores_codex":[0.9985007,0.0003465644,0.0002257044,0.0002412023,0.0003846386,0.0003012675],"domain_scores_gemma":[0.9920494,0.003421323,0.0009005084,0.0003813865,0.001185061,0.002062288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009772347,0.001018004,0.1977822,0.001595071,0.001060817,0.1225126,0.001170633,0.002880279,0.01441709,0.03502952,0.1975244,0.4152371],"study_design_scores_gemma":[0.001870376,0.003362706,0.1240259,0.004130773,0.0009600895,0.2585361,0.01246064,0.007359609,0.007673464,0.1457031,0.4332334,0.0006839336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1800786,0.02711885,0.01222494,0.6990973,0.03493201,0.0001001591,0.0003789248,0.0003017806,0.04576749],"genre_scores_gemma":[0.6452864,0.01422949,0.01264943,0.2258832,0.09374196,0.00006805014,0.0003667431,0.000189653,0.00758513],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01197819,"threshold_uncertainty_score":0.01983607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04699436259108391,"score_gpt":0.3349962226929831,"score_spread":0.2880018601018992,"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."}}