{"id":"W4409837787","doi":"10.4103/amhs.amhs_129_25","title":"Prescription for Deprescribing","year":2025,"lang":"en","type":"article","venue":"Archives of Medicine and Health Sciences","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Deprescribing; Medical prescription; Family medicine; Pharmacology; Polypharmacy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005606705,0.00004870544,0.0002001938,0.0001532421,0.0001556031,0.000003399815,0.00005164773,0.00001128974,0.000008555452],"category_scores_gemma":[0.0002481907,0.0000309674,0.0000243346,0.0001256805,0.0005182161,0.00006285404,0.00002311616,0.00006108476,1.408058e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003586986,"about_ca_system_score_gemma":0.0001227219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001514285,"about_ca_topic_score_gemma":0.00001022518,"domain_scores_codex":[0.9993458,0.00002396679,0.000222974,0.0001414779,0.0001178637,0.0001478788],"domain_scores_gemma":[0.9992236,0.000531345,0.00007850955,0.0000599503,0.00001446462,0.00009207844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005727209,0.0001394758,0.4191689,0.003445986,0.0000504758,8.304361e-7,0.003206627,0.000005456456,0.003136334,0.09240573,0.009844261,0.4680232],"study_design_scores_gemma":[0.01134054,0.008067414,0.6512887,0.005589726,0.0002715796,0.00002316561,0.005007449,0.04021137,0.00149858,0.06477466,0.211725,0.0002017718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2085759,0.03049887,0.02224277,0.6199137,0.000948329,0.002526541,0.000008355888,0.00006048193,0.1152251],"genre_scores_gemma":[0.9795502,0.002076748,0.005757019,0.01211526,0.00006931598,0.00001056224,0.000003125387,0.000001847694,0.000415946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7709743,"threshold_uncertainty_score":0.1909389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3223278741333973,"score_gpt":0.5153419598385681,"score_spread":0.1930140857051709,"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."}}