{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003957486,0.0002019454,0.0003692214,0.0001477058,0.00005401402,0.00001593339,0.00006989676,0.0001044666,0.0001171343],"category_scores_gemma":[0.001887986,0.0001591308,0.0000606236,0.000489981,0.00005682671,0.0002333175,0.00009005748,0.000363341,0.0001532381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410327,"about_ca_system_score_gemma":0.0003633382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004679445,"about_ca_topic_score_gemma":0.00001449107,"domain_scores_codex":[0.9981216,0.0001552877,0.0004162045,0.0004565373,0.0004910456,0.000359366],"domain_scores_gemma":[0.9989041,0.0001400733,0.0001242107,0.0004155813,0.0002458171,0.0001701828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001242459,0.002198739,0.8745049,0.0005051335,0.0004382895,0.0212467,0.002421217,0.000007527324,0.07178416,0.0005774492,0.001147806,0.02392562],"study_design_scores_gemma":[0.01255788,0.001144521,0.8216314,0.001369844,0.0007076196,0.0007785607,0.001373229,0.00004884522,0.1450359,0.0004713758,0.01459863,0.0002821637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550429,0.002068184,0.00004889274,0.002512249,0.0002278777,0.001139131,0.000001518662,0.00007293691,0.03888634],"genre_scores_gemma":[0.9935485,0.0001448318,0.003348463,0.0009951832,0.000201744,0.0001316126,0.00003313586,0.00003489029,0.001561656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07325176,"threshold_uncertainty_score":0.6489167,"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."}}