{"id":"W3185949287","doi":"10.1177/01939459211023805","title":"The Development of a Deprescribing Competency Framework in Geriatric Nursing Education","year":2021,"lang":"en","type":"article","venue":"Western Journal of Nursing Research","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University; Ontario Tech University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Deprescribing; Nursing; Medicine; Curriculum; Polypharmacy; Nurse education; Professional development; Medical education; Psychology; Pedagogy; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00203261,0.00006919896,0.0002277889,0.0002710997,0.0001664932,0.00005835047,0.0001534557,0.00005718515,0.00001705332],"category_scores_gemma":[0.001317424,0.0000489284,0.00006788103,0.0006137425,0.000129723,0.0001476114,0.00002483076,0.0009835699,0.000003925948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000392382,"about_ca_system_score_gemma":0.002106468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001788332,"about_ca_topic_score_gemma":0.000003069384,"domain_scores_codex":[0.997722,0.0004112904,0.0006324685,0.0001063379,0.0008349589,0.0002929628],"domain_scores_gemma":[0.9974671,0.00133384,0.0002004775,0.0001643639,0.0006838576,0.0001503663],"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":[0.0008011812,0.0020654,0.2558392,0.0001137922,0.00005838453,0.0000621845,0.01159886,0.0000113388,0.00622944,0.0004823431,0.000174626,0.7225633],"study_design_scores_gemma":[0.002649412,0.0006677709,0.8979083,0.02946117,0.0001716332,0.00146743,0.02792664,0.000316742,0.01815233,0.01660524,0.004444932,0.0002284349],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821988,0.006535073,0.0008503707,0.006307831,0.0007069441,0.0001559352,1.936574e-7,0.000002564036,0.003242293],"genre_scores_gemma":[0.9889685,0.0002649026,0.01039068,0.00004892952,0.0001853139,0.000001636716,8.274626e-7,0.00001102939,0.0001281954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7223349,"threshold_uncertainty_score":0.4273176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3152308174064811,"score_gpt":0.5515675750433773,"score_spread":0.2363367576368962,"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."}}