{"id":"W2136024222","doi":"10.1177/0272989x07309644","title":"A Second-Order Simulation Model of the Cost-Effectiveness of Managing Dyspepsia in the United States","year":2007,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Guideline; Randomized controlled trial; Population; Psychological intervention; Helicobacter pylori; Cost effectiveness; Endoscopy; Quality of life (healthcare); Intensive care medicine; Internal medicine; Environmental health; Pathology; Risk analysis (engineering)","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":[0.003618384,0.0001291563,0.0003413702,0.0002908512,0.00005950526,0.000004519496,0.0002555189,0.0001374573,0.00005326187],"category_scores_gemma":[0.003103245,0.00007047682,0.00007057771,0.0009193935,0.00023151,0.00004191229,0.0001531415,0.0004759974,0.00000168939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006764846,"about_ca_system_score_gemma":0.00004743667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001754732,"about_ca_topic_score_gemma":0.0001034844,"domain_scores_codex":[0.9978089,0.0002913661,0.0006005805,0.0001939366,0.0008367238,0.0002685372],"domain_scores_gemma":[0.9950519,0.004155261,0.0001703402,0.0003292377,0.0002425119,0.00005079401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004361552,0.0006561909,0.5337402,0.0004634503,0.0003376405,0.0001586208,0.006261652,0.3154747,0.00119225,0.0007129717,0.0001763606,0.1364645],"study_design_scores_gemma":[0.002043119,0.0001327293,0.4397315,0.001635743,0.00005903033,0.00001799493,0.0004892772,0.5535185,0.000151785,0.002000297,0.0001646427,0.0000554219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7955809,0.00004776923,0.2030804,0.0004785233,0.0001021767,0.0004690968,0.000003087619,0.00001065168,0.0002274192],"genre_scores_gemma":[0.9978436,0.00002019445,0.0008316441,0.001246955,0.00002040392,0.000009930079,0.000007117722,0.00001293147,0.000007272378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2380438,"threshold_uncertainty_score":0.3715098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0435154628518654,"score_gpt":0.3658046310282376,"score_spread":0.3222891681763722,"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."}}