{"id":"W4402732704","doi":"10.1001/jamainternmed.2024.4748","title":"Direct-to-Consumer Educational Brochures to Promote Gabapentinoid Deprescribing in Older Adults","year":2024,"lang":"en","type":"letter","venue":"JAMA Internal Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Sherbrooke","funders":"","keywords":"Deprescribing; Medicine; Tapering; Polypharmacy; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001260314,0.0001976782,0.000134557,0.0002535339,0.002161898,0.0007066743,0.0004628998,0.00483369,0.01370005],"category_scores_gemma":[0.01197529,0.0001603347,0.0003084677,0.0001782734,0.0005086423,0.0008004397,0.0009228838,0.002203089,0.002044386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290392,"about_ca_system_score_gemma":0.001692639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004256737,"about_ca_topic_score_gemma":0.01695585,"domain_scores_codex":[0.9984855,0.0007254668,0.0001233833,0.0000954868,0.0003922212,0.0001778852],"domain_scores_gemma":[0.9933407,0.004112514,0.0008681418,0.0001494646,0.0007527668,0.0007764737],"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":[0.000786113,0.004698759,0.0627578,0.0008650476,0.00005691445,0.01183416,0.006511213,0.0002727425,0.004733653,0.003365755,0.5198202,0.3842976],"study_design_scores_gemma":[0.001071731,0.00350495,0.09453031,0.001611752,0.0001315356,0.01185939,0.01085497,0.001096597,0.004406198,0.003008729,0.8678129,0.0001109552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2202323,0.004545639,0.002063859,0.6087474,0.006122902,0.000642521,0.0003053839,0.0003167404,0.1570233],"genre_scores_gemma":[0.4694156,0.006683253,0.006975127,0.4556507,0.009401638,0.0006624187,0.000182324,0.00007117877,0.05095786],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01370005,"threshold_uncertainty_score":0.0458312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735901390112915,"score_gpt":0.3279668792661606,"score_spread":0.3106078653650314,"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."}}