{"id":"W4397048570","doi":"10.1681/asn.20233411s1896c","title":"Medication Reconciliation in Veterans Receiving Dialysis at Edward Hines VA Hospital: A Quality Improvement Initiative","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; Veterans Affairs; Quality management; Intensive care medicine; Gerontology; Emergency medicine; Internal medicine; Operations management; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006782016,0.0001832346,0.0002727947,0.0009711346,0.0007767358,0.001286744,0.0006593245,0.0003974542,0.0008830408],"category_scores_gemma":[0.01398586,0.0001551604,0.0003511484,0.001460767,0.0003283932,0.0007961687,0.001517864,0.0007290582,0.00009229114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955232,"about_ca_system_score_gemma":0.004025762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195176,"about_ca_topic_score_gemma":0.02007041,"domain_scores_codex":[0.9964976,0.001584197,0.0006123598,0.0002491946,0.0006922018,0.0003644615],"domain_scores_gemma":[0.9872636,0.001981844,0.005355683,0.0005697415,0.002252878,0.002576375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001325376,0.0005428002,0.919167,0.0002072279,0.00007744074,0.00006891579,0.0007057693,0.0001123192,0.0002123898,0.00008819441,0.00283337,0.07585201],"study_design_scores_gemma":[0.00005637606,0.0006781871,0.9937203,0.0001926154,0.00005250474,0.000168973,0.001260209,0.0005259199,0.0002012025,0.00004061792,0.00309308,0.000009976184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826729,0.005275957,0.0007772829,0.006870735,0.0001230969,0.0003248725,0.000681701,0.0001053204,0.00316806],"genre_scores_gemma":[0.9931617,0.00143082,0.003034259,0.00109641,0.0000912942,0.0001340348,0.0007113085,0.000006420395,0.0003338881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195176,"threshold_uncertainty_score":0.03586715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09920035133681804,"score_gpt":0.4088375448661808,"score_spread":0.3096371935293628,"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."}}