{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002109364,0.0003418382,0.0008828667,0.000593439,0.00006688487,0.00001279023,0.0003392172,0.0001679217,0.0009747218],"category_scores_gemma":[0.003718979,0.0001998974,0.0003449967,0.0003767792,0.0003116838,0.0002354356,0.0000444689,0.0009039094,0.0000169132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953742,"about_ca_system_score_gemma":0.0006787586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001021799,"about_ca_topic_score_gemma":0.00001362367,"domain_scores_codex":[0.9957098,0.0001040844,0.001209156,0.0003755525,0.002022736,0.0005787081],"domain_scores_gemma":[0.9957693,0.001254995,0.0004555816,0.0004337528,0.000440251,0.001646114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1070384,0.003304284,0.6482876,0.002405111,0.0006845295,0.1472816,0.0001949623,0.00003888199,0.0001982745,0.0009159929,0.007285573,0.08236471],"study_design_scores_gemma":[0.153821,0.0195456,0.7955596,0.01973934,0.001958321,0.00110397,0.0001871318,0.001337209,0.0003502903,0.0003461149,0.005763542,0.0002879547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738908,0.001598871,0.0004736278,0.02013758,0.002377043,0.0009989005,0.00000906794,0.00002966382,0.0004844778],"genre_scores_gemma":[0.9925215,0.0004241998,0.003670636,0.0007417689,0.002190512,0.00004882101,0.00002501925,0.00003656358,0.000340957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147272,"threshold_uncertainty_score":0.9999385,"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."}}