This problem is addressed in PRISMA 2020, AMSTAR 1, AMSTAR 2, ROBIS and MECIR. Systematic reviews are often limited to discussing statistically significant findings but some inferences made on the basis of statistical significance are misleading. For example statistical significance does not equal clinical importance; absence of statistical significance does not mean absence of an effect but rather absence of evidence of an effect; also correlations found in meta-analyses of observational findings does not demonstrate cause.
Articles that support this problem:
Tai Chi and Parkinson's disease (PD): A systematic overview of the scientific quality of the past systematic reviews
2019 : Complementary therapies in medicine
Statistical methods can be improved within Cochrane pregnancy and childbirth reviews
2011 : Journal of clinical epidemiology
Survey of claims of no effect in abstracts of Cochrane reviews
2003 : Bmj
Claims of ‘no difference’or ‘no effect’in Cochrane and other systematic reviews
2020 : Bmj evidence-based medicine
Flaws in the application and interpretation of statistical analyses in systematic reviews of therapeutic interventions were common: a cross-sectional analysis
2018 : Journal of clinical epidemiology
Quality and clarity in systematic review abstracts: an empirical study
2016 : Research synthesis methods
The Cochrane 1998 Albumin Review–not all it was cracked up to be
2002 : European journal of anaesthesiology
Quality of systematic reviews on timing of complementary feeding for early childhood allergy prevention
2023 : Bmc medical research methodology
Critical thinking about three meta-analyses: can vitamin D alone or with calcium prevent fractures?
2020 : Current medical research and opinion
Striking Errors in the Methodology, Execution, and Conclusions of the Cochrane Library Review of Spinal Cord Stimulation for Low Back Pain by Traeger et al
2023 : Pain medicine
Causal language use in systematic reviews of observational studies is often inconsistent with intent: a systematic survey
2022 : Journal of clinical epidemiology
Platelet rich plasma for facial rejuvenation: an overview of systematic reviews
2024 : Blood transfusion