{"id":"W1971176683","doi":"10.1177/1715163513500208","title":"Reducing pill burden and helping with medication awareness to improve adherence","year":2013,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; University of Waterloo","funders":"","keywords":"Polypharmacy; Pill; Medicine; Dosing; Intensive care medicine; Medication adherence; Confusion; Medical emergency; Pharmacology; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004108525,0.0003223072,0.0003922356,0.0002977754,0.0006257052,0.0002160323,0.0002690967,0.00005490501,0.001047511],"category_scores_gemma":[0.000304295,0.000275944,0.00005657005,0.0004480776,0.0001434002,0.000622188,0.00004598413,0.0007044643,0.0000293181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221192,"about_ca_system_score_gemma":0.003174522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09444311,"about_ca_topic_score_gemma":0.01831797,"domain_scores_codex":[0.9975865,0.00009936088,0.0004899943,0.0004458646,0.0005049902,0.0008733169],"domain_scores_gemma":[0.9944962,0.0001574099,0.0002286245,0.0002289044,0.0005797405,0.004309115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0007670146,0.0000856437,0.04171495,0.001367165,0.0007650136,0.03085207,0.004914799,0.0009851037,0.05939751,0.00004783482,0.02410123,0.8350016],"study_design_scores_gemma":[0.01097143,0.001056208,0.001953949,0.0005878813,0.001221186,0.7090427,0.0002486819,0.04904151,0.01720665,0.00009898048,0.2064694,0.002101463],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931069,0.0005714055,0.0002010808,0.002755391,0.001163137,0.0009337104,0.00006333957,0.00002825033,0.001176807],"genre_scores_gemma":[0.9904639,0.001251849,0.0006760021,0.005761757,0.0009985099,0.00005305964,0.00001665678,0.00004831848,0.0007299187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8329002,"threshold_uncertainty_score":0.9999693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07272446399665303,"score_gpt":0.3368240384285964,"score_spread":0.2640995744319434,"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."}}