{"id":"W4396854990","doi":"10.1080/17512433.2024.2355270","title":"Reducing potentially inappropriate polypharmacy at a national and international level: the impact of deprescribing networks","year":2024,"lang":"en","type":"article","venue":"Expert Review of Clinical Pharmacology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Alberta Health; Alberta Health Services; Bruyère; University of Ottawa; University of British Columbia; University of Calgary; McGill University Health Centre","funders":"Health Canada","keywords":"Polypharmacy; Deprescribing; Medicine; Intensive care medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002147099,0.0001606767,0.0006404326,0.00006612095,0.00004680508,0.00001072573,0.0001918422,0.00008341233,0.002406789],"category_scores_gemma":[0.001096547,0.0000923411,0.0005228108,0.0001815756,0.0002560759,0.0001523414,0.0002406633,0.0005489459,0.00001459146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006798412,"about_ca_system_score_gemma":0.0002624787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005065163,"about_ca_topic_score_gemma":3.7993e-7,"domain_scores_codex":[0.9974973,0.0004175409,0.001255234,0.0003039983,0.0003310457,0.0001948439],"domain_scores_gemma":[0.9971256,0.001985903,0.000361885,0.000121789,0.0002398943,0.0001649559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00408503,0.001276359,0.01984177,0.004950152,0.006640889,0.0001220968,0.0003841425,0.0003538004,0.01978396,0.0004203642,0.4058144,0.5363271],"study_design_scores_gemma":[0.009388707,0.001472885,0.05123335,0.01093602,0.002328911,0.0008776734,0.00003577116,0.2793065,0.002620547,0.0002312143,0.6409439,0.0006244439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2677519,0.6569093,0.001489088,0.04923836,0.01323963,0.0024269,0.00008150952,0.00009546354,0.008767814],"genre_scores_gemma":[0.7874919,0.2029221,0.000472386,0.007041235,0.001707166,0.00002419051,0.00002584439,0.00001880167,0.0002964404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5357026,"threshold_uncertainty_score":0.9985052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3037696699159056,"score_gpt":0.5820265566205958,"score_spread":0.2782568867046902,"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."}}