{"id":"W3210583660","doi":"10.22454/primer.2021.290175","title":"Deprescribing Inappropriate Proton Pump Inhibitors in a Family Medicine Residency Practice Office","year":2021,"lang":"en","type":"article","venue":"PRiMER","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Rheumatology Association","funders":"","keywords":"Deprescribing; Polypharmacy; Medicine; Medical prescription; Intervention (counseling); Psychological intervention; Beers Criteria; Family medicine; Intensive care medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001965991,0.0001594453,0.0001531204,0.000341997,0.0004836807,0.0003015473,0.000254451,0.0004202258,0.002879613],"category_scores_gemma":[0.01173673,0.0001249137,0.0001535899,0.0002095648,0.0002078486,0.0003278089,0.0003870429,0.0004074226,0.0002830178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005092254,"about_ca_system_score_gemma":0.001423313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002118619,"about_ca_topic_score_gemma":0.004554615,"domain_scores_codex":[0.9989355,0.000548526,0.00009213346,0.00007464874,0.0002182618,0.0001308537],"domain_scores_gemma":[0.988519,0.005686166,0.003234866,0.0003105463,0.0006410482,0.001608397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004535399,0.002088036,0.8409027,0.000284869,0.00004817766,0.0006040573,0.001460953,0.0002024644,0.001561299,0.00005360641,0.002105593,0.1502346],"study_design_scores_gemma":[0.00007855858,0.003357169,0.9884241,0.0002269418,0.00005195209,0.00140909,0.0010785,0.0003479212,0.001612559,0.00005044006,0.003351222,0.00001160476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962336,0.0007459,0.0002498231,0.001074853,0.00002927231,0.00005190822,0.00004758331,0.0000174283,0.001549733],"genre_scores_gemma":[0.996403,0.0009243976,0.001382985,0.0006578297,0.00007758897,0.00003910896,0.00006033675,0.000002356056,0.0004524512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002879613,"threshold_uncertainty_score":0.01039726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03930407623779696,"score_gpt":0.3293302390041943,"score_spread":0.2900261627663974,"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."}}