{"id":"W4244511973","doi":"10.1111/j.1756-5391.2010.01095.x","title":"Medical versus surgical management for gastro‐oesophageal reflux disease (GORD) in adults","year":2010,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heartburn; Regurgitation (circulation); Reflux; Disease; Swallowing; Proton-pump inhibitor; Gastroenterology; Gastric acid; Internal medicine; Gastro-; Stomach; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001758825,0.0005547017,0.003395108,0.002194592,0.0002832597,0.001062062,0.0005599577,0.001349681,0.006257831],"category_scores_gemma":[0.006944999,0.000298921,0.004100568,0.002139306,0.0004064396,0.001223231,0.0004903206,0.0009108377,0.0002434649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009309474,"about_ca_system_score_gemma":0.001031823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200223,"about_ca_topic_score_gemma":0.005370989,"domain_scores_codex":[0.9981001,0.0007108783,0.0007172885,0.0001559528,0.0002592941,0.00005653119],"domain_scores_gemma":[0.9971936,0.002011355,0.0005981928,0.00002641098,0.0001154096,0.00005502888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004169834,0.00009550495,0.0009079224,0.8142986,0.01176642,0.0001390002,0.000180258,0.0001622259,0.0003912668,0.0008639463,0.002838462,0.1641865],"study_design_scores_gemma":[0.008283003,0.00498903,0.01698095,0.7656528,0.1173367,0.001717009,0.000748645,0.0002723202,0.0008339382,0.001468178,0.08164227,0.00007510885],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002426911,0.9962549,0.00005369207,0.0002075458,0.0001177594,0.0001265155,0.0001846305,0.000004238908,0.0006237849],"genre_scores_gemma":[0.05880423,0.9380335,0.0006801671,0.00118062,0.0002045885,0.0003548148,0.0002306546,0.000007303706,0.0005042339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006257831,"threshold_uncertainty_score":0.02093452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964112816479469,"score_gpt":0.3810043665589661,"score_spread":0.3113632383941715,"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."}}