{"id":"W2990814743","doi":"10.14740/gr1238","title":"Educational Intervention Improves Proton Pump Inhibitor Stewardship in Outpatient Gastroenterology Clinics","year":2019,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; GERD; Dosing; Proton-pump inhibitor; Psychological intervention; Intervention (counseling); Internal medicine; Reflux; Disease; Gastroenterology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001618628,0.0002805955,0.00058228,0.0008314012,0.00007485937,0.00003210513,0.0002728778,0.0002375609,0.0005013969],"category_scores_gemma":[0.0002717309,0.0002479339,0.0002286146,0.0002526555,0.0002786445,0.0001638958,0.0003073071,0.001268719,0.0007765524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004278314,"about_ca_system_score_gemma":0.0001703446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004298459,"about_ca_topic_score_gemma":0.00007966408,"domain_scores_codex":[0.995562,0.0008486466,0.0007813947,0.0008009115,0.0006925183,0.001314559],"domain_scores_gemma":[0.9984212,0.0001556637,0.000158811,0.0005894683,0.000361516,0.00031335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004227038,0.002692766,0.9902425,0.0002309055,0.0001140012,0.000110838,0.0001605823,0.000004299337,0.0009644486,0.00003934426,0.0001657043,0.001047568],"study_design_scores_gemma":[0.008673774,0.01417579,0.9757947,0.0001459163,0.00002553397,0.0001481388,0.0001354987,0.0001416075,0.000363806,0.0002445845,0.0001055165,0.00004507036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945144,0.00003718249,0.00001754694,0.001538263,0.0005957952,0.002859331,0.00001878063,0.0000323995,0.0003863015],"genre_scores_gemma":[0.9961601,0.00001828175,0.0003518811,0.0003729503,0.0002088225,0.0007864374,0.0001983757,0.00004332027,0.001859847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01444774,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906234041451483,"score_gpt":0.3890718268229422,"score_spread":0.3500094864084273,"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."}}