{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005841412,0.0006015105,0.001250636,0.001010484,0.00003464636,0.0000795184,0.0004503643,0.000699107,0.003086068],"category_scores_gemma":[0.06667446,0.0004510436,0.0002551902,0.0005803395,0.0001214724,0.00005581743,0.0002626029,0.003164806,0.002250125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139024,"about_ca_system_score_gemma":0.0002956882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227837,"about_ca_topic_score_gemma":0.0001161647,"domain_scores_codex":[0.9954719,0.00009247329,0.001217791,0.001267386,0.001192255,0.0007581878],"domain_scores_gemma":[0.9917257,0.006435835,0.0001815221,0.0006935358,0.0003249981,0.0006384033],"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":[0.0004541261,0.0001824703,0.006921818,0.0004980006,0.0001683267,0.002665378,0.001223138,0.000001187636,0.00008211513,0.000005614545,0.9605777,0.02722017],"study_design_scores_gemma":[0.003681522,0.0008280359,0.07158734,0.1927434,0.0004635161,0.0005761491,0.00008363165,0.00003675529,0.0003000384,0.00009410191,0.7290452,0.000560355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09253561,0.002462958,0.00003899865,0.8800261,0.004655799,0.001430513,0.00005210278,0.0001109975,0.0186869],"genre_scores_gemma":[0.1152364,0.0001182198,0.0006462662,0.818987,0.02213096,0.0003848835,0.0005004524,0.0001692119,0.04182657],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2315325,"threshold_uncertainty_score":0.9997941,"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."}}