{"id":"W2412721473","doi":"10.1016/s1052-3359(25)00590-3","title":"Evidence-Based Investigation for Reflux Disease","year":2001,"lang":"en","type":"article","venue":"Chest Surgery Clinics of North America","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Reflux; Hiatal hernia; Disease; GERD; Intensive care medicine; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002373593,0.0001763724,0.0005089178,0.0001387541,0.00005757495,0.000007852339,0.00007047848,0.00004505874,0.0000468265],"category_scores_gemma":[0.002984647,0.0001523863,0.0003757038,0.0003638441,0.0002058458,0.0001318282,0.00001521189,0.00009384075,0.00003773191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004612371,"about_ca_system_score_gemma":0.0006006731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008929554,"about_ca_topic_score_gemma":0.000001872553,"domain_scores_codex":[0.9985105,0.00004456773,0.0005773248,0.0003161135,0.0002761289,0.0002753686],"domain_scores_gemma":[0.996673,0.001806881,0.0003649288,0.0004329731,0.0002574806,0.0004646782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007094903,0.0002733787,0.9105552,0.0001796939,0.00005164351,0.0001327773,0.00001102692,0.00004115312,0.000007708471,0.000001047284,0.000823575,0.08721324],"study_design_scores_gemma":[0.0006086903,0.0003536968,0.9939303,0.0002678398,0.0002414817,0.000002329076,0.000003296506,0.0003809272,0.0001293902,0.00005063303,0.00395776,0.000073649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972458,0.0004367414,0.0006279875,0.0009496716,0.0001692169,0.0004384182,0.00004443342,0.00005502859,0.00003270012],"genre_scores_gemma":[0.9942083,0.0005730342,0.002530364,0.001716131,0.0001368777,0.00008952362,0.0004600517,0.00002888626,0.0002568834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08713959,"threshold_uncertainty_score":0.6214134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323003424963666,"score_gpt":0.3450661125548827,"score_spread":0.2127657700585161,"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."}}