{"id":"W1984951706","doi":"10.1053/j.ajkd.2011.04.020","title":"Development and Validation of the PAIR (Pharmacotherapy Assessment in Chronic Renal Disease) Criteria to Assess Medication Safety and Use Issues in Patients With CKD","year":2011,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sanofi (Canada); Centre Integre de Sante et de Services Sociaux de Laval; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Kidney disease; Nephrology; Intraclass correlation; Clinical pharmacy; Internal medicine; Pharmacist; Pharmaceutical care; Patient safety; Intensive care medicine; Physical therapy; Emergency medicine; Health care; Family medicine; Pharmacy; Psychometrics","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":[0.0002278356,0.0001054375,0.0002702497,0.0001290736,0.00002862137,0.00001229572,0.00007114599,0.00001064917,0.00006643782],"category_scores_gemma":[0.0003053324,0.00006404704,0.000027503,0.0001966176,0.0001258406,0.0003503263,0.0000308078,0.0001256561,1.706526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342968,"about_ca_system_score_gemma":0.0006956343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004934864,"about_ca_topic_score_gemma":0.000003784017,"domain_scores_codex":[0.9987803,0.0001896664,0.0004240322,0.0001198877,0.0003651963,0.0001209703],"domain_scores_gemma":[0.9987273,0.0001064935,0.0003798657,0.0001004916,0.0001002383,0.0005856476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002939051,0.0004357164,0.9851876,0.00006611118,0.00006594032,0.000006775845,0.0006052713,0.000005660495,0.0003602791,0.00001082567,0.0001076601,0.0102091],"study_design_scores_gemma":[0.002563118,0.0005603938,0.991493,0.0005215582,0.0001326971,0.000001793197,0.0001393713,0.0000654121,0.0006642236,0.000008858962,0.003771558,0.00007803946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967107,0.0001503474,0.0001268295,0.002616821,0.00004292862,0.000315358,0.00002211462,0.000002910064,0.00001200439],"genre_scores_gemma":[0.995751,0.0002545778,0.002273123,0.001664717,0.000023404,0.000006105187,0.00001105586,0.000009471691,0.000006576008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01013106,"threshold_uncertainty_score":0.2611763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06735752161229391,"score_gpt":0.3905619264070253,"score_spread":0.3232044047947313,"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."}}