{"id":"W2139929733","doi":"10.1071/hc13182","title":"Potentially inappropriate medication use: the Beers’ Criteria used among older adults with depressive symptoms","year":2013,"lang":"en","type":"article","venue":"Journal of Primary Health Care","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"Health Research Council of New Zealand","keywords":"Beers Criteria; Depressive symptoms; Medicine; MEDLINE; Psychiatry; Gerontology; Geriatrics","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":[0.0004308576,0.0001757345,0.0004503276,0.0001051519,0.0001754242,0.00007591325,0.0001925532,0.0000921281,0.0002614494],"category_scores_gemma":[0.0002136996,0.00009388281,0.0001193845,0.0001465009,0.000112347,0.0008133678,0.00004780204,0.0007219062,0.00001659742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002899642,"about_ca_system_score_gemma":0.0006997976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000270066,"about_ca_topic_score_gemma":0.00004072625,"domain_scores_codex":[0.9976748,0.0002788668,0.0006941335,0.0001778346,0.0008498328,0.0003244973],"domain_scores_gemma":[0.9971111,0.000293708,0.001063374,0.0002838976,0.0007605655,0.0004873441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003864838,0.0007828608,0.8017616,0.004031238,0.001062886,0.0001556301,0.03331928,0.00003801847,0.0009159066,0.00003707785,0.04843912,0.1055915],"study_design_scores_gemma":[0.005704195,0.000890317,0.9742813,0.001105139,0.0003302786,0.000280984,0.001427072,0.00007381875,0.00005932013,0.00001003107,0.01568683,0.0001507444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972318,0.00267063,0.00109036,0.02188293,0.0005859552,0.001197376,0.000008549963,0.00001988454,0.0002263277],"genre_scores_gemma":[0.9852467,0.0004920213,0.001918745,0.01175989,0.0003913642,0.00002049842,0.00004594402,0.00002918438,0.00009569614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1725197,"threshold_uncertainty_score":0.382843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03762830938210026,"score_gpt":0.3561140576489065,"score_spread":0.3184857482668063,"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."}}