{"id":"W2106972534","doi":"10.1186/1471-2318-2-5","title":"Development and use of a computer program to detect potentially inappropriate prescribing in older adults residing in Canadian long-term care facilities","year":2002,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada); Lakehead Psychiatric Hospital; McMaster University","funders":"","keywords":"Medical prescription; Medicine; Pharmacy; Long-term care; Family medicine; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003301103,0.0005073777,0.0004073309,0.003387799,0.0008265521,0.0007173588,0.0008934682,0.0003121206,0.001917271],"category_scores_gemma":[0.01512132,0.000324745,0.0003658368,0.002016683,0.0003500686,0.0004698119,0.0006390653,0.0003390489,0.0003920618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003918483,"about_ca_system_score_gemma":0.01016412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5137598,"about_ca_topic_score_gemma":0.5269454,"domain_scores_codex":[0.9984866,0.0004272347,0.0002204636,0.0001787994,0.0005447225,0.000142124],"domain_scores_gemma":[0.9867953,0.005065424,0.001264573,0.0004499459,0.005647843,0.0007768039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000802251,0.00121082,0.6209977,0.0006659406,0.0001036488,0.0003789222,0.00247878,0.001771731,0.004184424,0.0001901589,0.00787062,0.3593449],"study_design_scores_gemma":[0.0002359647,0.001392689,0.955235,0.0002855833,0.0001769807,0.0003922138,0.001985044,0.02818386,0.004037672,0.0001095466,0.007877449,0.00008801294],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561368,0.0005554004,0.01749533,0.0006134416,0.00005236214,0.007284227,0.005150239,0.003605063,0.009107302],"genre_scores_gemma":[0.8883871,0.0006356137,0.1013377,0.0002638607,0.00003583805,0.002708185,0.004121379,0.00007285335,0.002437456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4862402,"threshold_uncertainty_score":0.9782075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09724304812984949,"score_gpt":0.3181012685686339,"score_spread":0.2208582204387844,"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."}}