{"id":"W4232560255","doi":"10.21203/rs.3.rs-15730/v1","title":"Audit Feedback Interventions to Address High-Risk Prescriptions in Long-Term Care Homes: A Costing Study and Return on Investment Analysis","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Activity-based costing; Psychological intervention; Audit; Investment (military); Term (time); Business; Medical prescription; Return on investment; Actuarial science; Long-term care; Risk analysis (engineering); Accounting; Finance; Medicine; Nursing; Economics","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":[0.01146885,0.001227168,0.001894901,0.001852234,0.0009691443,0.001553414,0.001358386,0.001748823,0.00559757],"category_scores_gemma":[0.06336328,0.0007131834,0.002679009,0.001691116,0.001095993,0.00233378,0.001722233,0.002051098,0.0002444509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007635371,"about_ca_system_score_gemma":0.008369409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012248,"about_ca_topic_score_gemma":0.01072472,"domain_scores_codex":[0.9793367,0.01528788,0.0009936519,0.0007581686,0.0024414,0.001182248],"domain_scores_gemma":[0.9312221,0.05106145,0.008938452,0.002650911,0.003133852,0.002993293],"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":[0.2824321,0.09919861,0.1069986,0.003062616,0.003863722,0.0002447451,0.00147959,0.01133411,0.001051528,0.002624349,0.002378534,0.4853315],"study_design_scores_gemma":[0.09780277,0.4171545,0.387678,0.002406957,0.01435326,0.0005428718,0.003348623,0.06318911,0.005222335,0.004283235,0.003551188,0.0004672164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933415,0.001111805,0.001475516,0.000385728,0.0001108427,0.001884038,0.0004231933,0.00005676862,0.00121072],"genre_scores_gemma":[0.9958621,0.0004059838,0.002108959,0.0001268422,0.00004442613,0.0008165686,0.0001610734,0.000008184642,0.0004657082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.012248,"threshold_uncertainty_score":0.06065387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2811295316560786,"score_gpt":0.5177510224776855,"score_spread":0.2366214908216068,"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."}}