{"id":"W2954761638","doi":"10.1097/sga.0000000000000479","title":"Peer-Led Education Expedites Deprescribing Proton Pump Inhibitors for Appropriate Veterans","year":2020,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deprescribing; Medicine; Guideline; Nursing; Discontinuation; Family medicine; Polypharmacy; Intensive care medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004014207,0.0003455314,0.0003141377,0.0004539213,0.001311701,0.000664846,0.001164148,0.000575152,0.005791039],"category_scores_gemma":[0.01750177,0.0002797273,0.0004669747,0.0001990455,0.0003539781,0.0006375791,0.002069305,0.00105538,0.0006909565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008981348,"about_ca_system_score_gemma":0.005091469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009671417,"about_ca_topic_score_gemma":0.02875497,"domain_scores_codex":[0.9970382,0.001753639,0.0001936371,0.000204946,0.0004456524,0.0003638547],"domain_scores_gemma":[0.9934436,0.0024602,0.0007816654,0.0005079099,0.0008697119,0.001936884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000629666,0.02796728,0.09609919,0.0006391202,0.0000743088,0.0006366461,0.009599259,0.0007969579,0.00495441,0.0002573718,0.02155359,0.8367922],"study_design_scores_gemma":[0.00329946,0.04692961,0.7838272,0.001800294,0.0005623049,0.001922489,0.02985108,0.0129639,0.01545932,0.001903865,0.1012435,0.0002369078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794027,0.0003853693,0.002371154,0.004592417,0.0001396386,0.002069128,0.00006493922,0.0004257785,0.01054882],"genre_scores_gemma":[0.964745,0.0008717069,0.02722166,0.001350319,0.0002102487,0.0008939337,0.0001310231,0.00003931109,0.00453676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009671417,"threshold_uncertainty_score":0.02122945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487010245838566,"score_gpt":0.3074266169249644,"score_spread":0.2825565144665787,"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."}}