Comparison of an Artificial Intelligence–Enabled Patient Decision Aid vs Educational Material on Decision Quality, Shared Decision-Making, Patient Experience, and Functional Outcomes in Adults With Knee Osteoarthritis

医学 决策质量 随机对照试验 一致性 病人教育 物理疗法 患者满意度 决策辅助工具 生活质量(医疗保健) 干预(咨询) 物理医学与康复 骨关节炎 家庭医学 内科学 外科 护理部 替代医学 病理
作者
Prakash Jayakumar,Meredith G. Moore,Kenneth Furlough,Lauren M. Uhler,John P. Andrawis,Karl Koenig,Nazan Aksan,Paul J. Rathouz,Kevin J. Bozic
出处
期刊:JAMA network open [American Medical Association]
卷期号:4 (2): e2037107-e2037107 被引量:73
标识
DOI:10.1001/jamanetworkopen.2020.37107
摘要

Importance

Decision aids can help inform appropriate selection of total knee replacement (TKR) for advanced knee osteoarthritis (OA). However, few decision aids combine patient education, preference assessment, and artificial intelligence (AI) using patient-reported outcome measurement data to generate personalized estimations of outcomes to augment shared decision-making (SDM).

Objective

To assess the effect of an AI-enabled patient decision aid that includes education, preference assessment, and personalized outcome estimations (using patient-reported outcome measurements) on decision quality, patient experience, functional outcomes, and process-level outcomes among individuals with advanced knee OA considering TKR in comparison with education only.

Design, Setting, and Participants

This randomized clinical trial at a single US academic orthopedic practice included 129 new adult patients presenting for OA-related knee pain from March 2019 to January 2020. Data were analyzed from April to May 2020.

Intervention

Patients were randomized into a group that received a decision aid including patient education, preference assessment, and personalized outcome estimations (intervention group) or a group receiving educational material only (control group) alongside usual care.

Main Outcomes and Measures

The primary outcome was decision quality, measured using the Knee OA Decision Quality Instrument (K-DQI). Secondary outcomes were collaborative decision-making (assessed using the CollaboRATE survey), patient satisfaction with consultation (using a numerical rating scale), Knee Injury and Osteoarthritis Outcome Score Joint Replacement (KOOS JR) score, consultation time, TKR rate, and treatment concordance.

Results

A total of 69 patients in the intervention group (46 [67%] women) and 60 patients in the control group (37 [62%] women) were included in the analysis. The intervention group showed better decisional quality (K-DQI mean difference, 20.0%; SE, 3.02; 95% CI, 14.2%-26.1%;P < .001), collaborative decision-making (CollaboRATE, 8 of 69 [12%] vs 28 of 60 [47%] patients below median;P < .001), satisfaction (numerical rating scale, 9 of 65 [14%] vs 19 of 58 [33%] patients below median;P = .01), and improved functional outcomes at 4 to 6 months (mean [SE] KOOS JR, 4.9 [2.24] points higher in intervention group; 95% CI, 0.8-9.0 points;P = .02). The intervention did not significantly affect consultation time (mean [SE] difference, 2.23 [2.18] minutes;P = .31), TKR rates (16 of 69 [23%] vs 7 of 60 [12%] patients;P = .11), or treatment concordance (58 of 69 [84%] vs 44 of 60 [73%] patients;P = .19).

Conclusions and Relevance

In this randomized clinical trial, an AI-enabled decision aid significantly improved decision quality, level of SDM, satisfaction, and physical limitations without significantly impacting consultation times, TKR rates, or treatment concordance in patients with knee OA considering TKR. Decision aids using a personalized, data-driven approach can enhance SDM in the management of knee OA.

Trial Registration

ClinicalTrials.gov Identifier:NCT03956004
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