{"id":"W4399513327","doi":"10.2196/55638","title":"Assessing the Efficacy of the ARMOR Tool–Based Deprescribing Intervention for Fall Risk Reduction in Older Patients Taking Fall Risk–Increasing Drugs (DeFRID Trial): Protocol for a Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deprescribing; Polypharmacy; Medicine; Randomized controlled trial; Intervention (counseling); Fall prevention; Health care; Protocol (science); Physical therapy; Poison control; Injury prevention; Intensive care medicine; Medical emergency; Alternative medicine; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02939703,0.006439179,0.01103505,0.002212619,0.002542116,0.004532098,0.003334821,0.006453943,0.05048744],"category_scores_gemma":[0.02976435,0.002600929,0.006002261,0.002612516,0.00322153,0.00386136,0.001991282,0.007429733,0.007988516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003982563,"about_ca_system_score_gemma":0.01050978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261736,"about_ca_topic_score_gemma":0.003891356,"domain_scores_codex":[0.9775227,0.01472341,0.002296621,0.001590461,0.002137205,0.001729672],"domain_scores_gemma":[0.988506,0.003148979,0.002905492,0.001349379,0.002486762,0.001603412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9527531,0.008045545,0.0005964726,0.01108283,0.00213677,0.00009682727,0.000220813,0.0007828224,0.001088467,0.00163056,0.008313285,0.01325256],"study_design_scores_gemma":[0.9805923,0.009900613,0.0007266326,0.0009379251,0.0005968527,0.00001755491,0.00005108213,0.000932381,0.0002634994,0.0006970772,0.005246724,0.00003731923],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0033431,0.0003028114,0.0008106515,0.000225929,0.000333831,0.993117,0.001046201,0.00009851787,0.0007218687],"genre_scores_gemma":[0.003315299,0.0001571639,0.001617492,0.0001898024,0.00007020841,0.9940267,0.0001980392,0.000007958572,0.0004174241],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05048744,"threshold_uncertainty_score":0.1688973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529620519279485,"score_gpt":0.5601330850541859,"score_spread":0.4071710331262374,"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."}}