SynthesisBMJ open2016
Impact analysis studies of clinical prediction rules relevant to primary care: a systematic review.
Synthesis in BMJ open, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 55 citations in OpenAlex.
- Diagnosing malignant melanoma in ambulatory care: a systematic review of clinical prediction rules.BMJ open · 2017Pooled it
- Design and implementation of electronic health record integrated clinical prediction rules (iCPR): a randomized trial in diverse primary care settings.Implementation science : IS · 2017Trial
- Impact of a diagnostic strategy for appendicitis in children with acute abdominal pain in primary care: study protocol for a hybrid type 1 cluster randomised controlled trial.Diagnostic and prognostic research · 2026Review
- Predictive Factors for Clinical Improvement Following a Manual Therapy-Based Program in Patients with Neck Pain: A Prescriptive Clinical Prediction Rule Derivation Study.Reports (MDPI) · 2026Article
- Development of a Predictive Tool for Maintenance Dialysis Initiation: A Retrospective Cohort Analysis of 589,284 Participants From the Shizuoka Kokuho Database Study.Kidney medicine · 2025Article
- Identifying available substance use disorder screening tests feasible for use in primary care: A systematic review.Preventive medicine reports · 2024Review
- Exploring the general practitioners' point of view about clinical scores: a qualitative study.Diagnostic and prognostic research · 2023Article
- IMplementing Predictive Analytics towards efficient COPD Treatments (IMPACT): protocol for a stepped-wedge cluster randomized impact study.Diagnostic and prognostic research · 2023Article
- Article
- Quantitative and Qualitative Evaluation of Provider Use of a Novel Machine Learning Model for Favorable Outcome Prediction.AMIA ... Annual Symposium proceedings. AMIA Symposium · 2022Article
- Economic Aspects of Delivering Primary Care Services: An Evidence Synthesis to Inform Policy and Research Priorities.The Milbank quarterly · 2021Article
- The development and validation of prognostic models for overall survival in the presence of missing data in the training dataset: a strategy with a detailed example.Diagnostic and prognostic research · 2021Article
- Implementation of a first-trimester prognostic model to improve screening for gestational diabetes mellitus.BMC pregnancy and childbirth · 2021Article
- "A catalyst for action": Factors for implementing clinical risk prediction models of infection in home care settings.Journal of the American Medical Informatics Association : JAMIA · 2021Article
- Article
- Review
- Development and Pilot Assessment of the PACE Tool: Helping Case Managers Identify and Respond to Risk Factors in Workers' Compensation Case Management.Journal of occupational rehabilitation · 2020Article
- The number needed to benefit: estimating the value of predictive analytics in healthcare.Journal of the American Medical Informatics Association : JAMIA · 2019Article
- Developing a framework for evidence-based grading and assessment of predictive tools for clinical decision support.BMC medical informatics and decision making · 2019Review
- Methodological standards for the development and evaluation of clinical prediction rules: a review of the literature.Diagnostic and prognostic research · 2019Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesFollowing appropriate validation, clinical prediction rules (CPRs) should undergo impact analysis to evaluate their effect on patient care. The aim of this systematic review is to narratively review and critically appraise CPR impact analysis studies relevant to primary care.
settingPrimary care.
participantsAdults and children.
interventionStudies that implemented the CPR compared to usual care were included. STUDY
designRandomised controlled trial (RCT), controlled before-after, and interrupted time series. PRIMARY OUTCOME: Physician behaviour and/or patient outcomes.
resultsA total of 18 studies, incorporating 14 unique CPRs, were included. The main study design was RCT (n=13). Overall, 10 studies reported an improvement in primary outcome with CPR implementation. Of 6 musculoskeletal studies, 5 were effective in altering targeted physician behaviour in ordering imaging for patients presenting with ankle, knee and neck musculoskeletal injuries. Of 6 cardiovascular studies, 4 implemented cardiovascular risk scores, and 3 reported no impact on physician behaviour outcomes, such as prescribing and referral, or patient outcomes, such as reduction in serum lipid levels. 2 studies examined CPRs in decision-making for patients presenting with chest pain and reduced inappropriate admissions. Of 5 respiratory studies, 2 were effective in reducing antibiotic prescribing for sore throat following CPR implementation. Overall, study methodological quality was often unclear due to incomplete reporting.
conclusionsDespite increasing interest in developing and validating CPRs relevant to primary care, relatively few have gone through impact analysis. To date, research has focused on a small number of CPRs across few clinical domains only.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.