{"id":"W7115616140","doi":"","title":"Deprescribing: The Skill of Less Pills","year":2025,"lang":"","type":"article","venue":"scholarworks - UTEP (The University of Texas at El Paso)","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deprescribing; Polypharmacy; Beers Criteria; Health care; Medical prescription; Medicaid; Quality of life (healthcare); Adverse effect; Patient safety","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":[0.005909999,0.0006478766,0.0005464744,0.0009478768,0.00152051,0.002256539,0.001528899,0.001423591,0.01175217],"category_scores_gemma":[0.01700892,0.0003288343,0.0008269331,0.0006758924,0.002718202,0.004081285,0.002519064,0.003200792,0.003788924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009148725,"about_ca_system_score_gemma":0.003468943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001804616,"about_ca_topic_score_gemma":0.002801938,"domain_scores_codex":[0.9956463,0.001931651,0.0003358054,0.0004262732,0.001477504,0.0001825314],"domain_scores_gemma":[0.9899485,0.004498429,0.001631684,0.001554347,0.001161057,0.001205838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002355909,0.001723469,0.01949244,0.001883061,0.0001060412,0.0003119748,0.006266767,0.0004178982,0.005082054,0.01584837,0.085701,0.8629314],"study_design_scores_gemma":[0.0003620291,0.002731272,0.06627679,0.00414408,0.0002912686,0.004690519,0.008603833,0.003883625,0.008658513,0.05523029,0.844842,0.00028576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2309987,0.02918785,0.1613166,0.215208,0.00556041,0.002027844,0.001172749,0.003691213,0.3508365],"genre_scores_gemma":[0.5250533,0.02235009,0.2981842,0.08766274,0.003051671,0.001043976,0.0008215876,0.000683589,0.06114879],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01175217,"threshold_uncertainty_score":0.03931487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05574813467184673,"score_gpt":0.3220353535965645,"score_spread":0.2662872189247177,"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."}}