{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001018104,0.0002296152,0.0003510497,0.00009913727,0.0001203661,0.00002798017,0.00008580071,0.000097727,0.00001951949],"category_scores_gemma":[0.0001411182,0.0002087686,0.0001595244,0.00007808757,0.00008523848,0.0001582476,0.00001901005,0.0001894242,0.00001832084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163412,"about_ca_system_score_gemma":0.00007309647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003159847,"about_ca_topic_score_gemma":5.42411e-7,"domain_scores_codex":[0.9984515,0.00006033127,0.0003138912,0.0004478632,0.000222004,0.0005044203],"domain_scores_gemma":[0.9992021,0.00002377898,0.0001183967,0.0001818406,0.0001776317,0.0002962958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005189358,0.001707561,0.8896983,0.0004117377,0.0003074963,0.00009354053,0.006125964,0.00002627833,0.02896523,0.00004099462,0.003168222,0.06426527],"study_design_scores_gemma":[0.09001958,0.0615682,0.5825964,0.003911291,0.004882182,0.002228739,0.007047424,0.01085519,0.2275447,0.002890444,0.005292373,0.001163437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783344,0.00004919423,0.008714861,0.009894517,0.0007613262,0.001909497,0.00001238881,0.0001235123,0.0002002696],"genre_scores_gemma":[0.9900516,0.000002003607,0.006623613,0.001633459,0.0008979842,0.000431723,0.0001883911,0.00004398279,0.0001272461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3071019,"threshold_uncertainty_score":0.8513338,"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."}}