{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007220618,0.0004417535,0.0005661203,0.0009213138,0.001078673,0.001165815,0.0007594639,0.001909669,0.3778408],"category_scores_gemma":[0.005130259,0.0002070248,0.0008131756,0.001020124,0.0003924634,0.001144131,0.001161526,0.002763514,0.1517911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000532975,"about_ca_system_score_gemma":0.00207518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002598629,"about_ca_topic_score_gemma":0.0064859,"domain_scores_codex":[0.9990821,0.0002077941,0.0001063711,0.0001183926,0.0003842227,0.0001011655],"domain_scores_gemma":[0.9978731,0.0004076934,0.0002948791,0.0002617941,0.0006305542,0.0005320073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007317642,0.0001492497,0.0004838552,0.0005672462,0.00001338577,0.0001967436,0.00004772518,0.00001583937,0.0004614946,0.001062144,0.8192918,0.1776374],"study_design_scores_gemma":[0.00006315198,0.00006166525,0.001644812,0.0003957821,0.00001093931,0.000523583,0.00003504835,0.00003974499,0.0001789583,0.0003430311,0.99669,0.00001318427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.005061049,0.03930987,0.00206656,0.06672184,0.01360242,0.001590562,0.01504504,0.0021355,0.8544672],"genre_scores_gemma":[0.05388371,0.03770693,0.007721554,0.1098646,0.009304283,0.001146007,0.01733355,0.000685044,0.7623544],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3778408,"threshold_uncertainty_score":0.8874345,"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."}}