Clinical Practice Integration
Research gap analysis derived from 8 medicine papers in our local library.
The gap
Standardization and validation of AI-assisted imaging, molecular probes, and multiparametric techniques in routine clinical practice are needed.
Consensus across the literature
Papers collectively establish the need for broader implementation but leave open specific methods and populations for standardization.
Research trend
Emerging — attention growing, methods still coalescing.
Supporting evidence — 8 representative gaps
- Editorial: Development and validation of new molecular probes of nuclear medicine and new targets of nuclear drugs in cancers (2026) · doi
Implementation of integrated precision theranostics in routine clinical practice requires standardization and broader prospective validation across multiple clinical centers.
Keywords: clinical implementation integrated precision theranostics routine practice requires standardization broader prospective validation across multiple centers - Urological diagnostics based on kidney stone detection in CT imaging using YOLOv8 deep learning framework (2026) · doi
Continued development, including refinement for challenging cases, integration with volumetric imaging, and prospective clinical evaluation, will be critical for fully realizing the benefits of AI-assisted imaging in routine clinical practice.
Keywords: imaging clinical continued development including refinement challenging cases integration volumetric prospective evaluation critical fully realizing - Artificial Intelligence in Medicine. Systems Anatomy, Decision Physiology, Hygiene of Use (2026) · doi
Over-automation risks deskilling, as continuous reliance on AI for routine tasks may reduce opportunities for clinicians, particularly trainees, to practice and maintain core clinical skills.
Keywords: automation risks deskilling continuous reliance routine tasks reduce opportunities clinicians particularly trainees practice maintain core - REALATIONSHIP OF SERUM LEVEL AND EFFECT OF LOW DOSE ZINC SUPPLEMENTATION ON SEVERITY OF LIVER CELL FAILURE IN PATIENTS WITH LIVER CIRRHOSIS. (2016) · doi
No discussion is provided regarding the optimal dosage, duration, or clinical applicability of low-dose zinc supplementation in managing liver cirrhosis severity in routine clinical practice.
Keywords: clinical discussion provided regarding optimal dosage duration applicability dose zinc supplementation managing liver cirrhosis severity - PREVALENCE AND RISK FACTORS OF HYPERTENSION AND OBESITY IN JEDDAH, SAUDI ARABIA. (2016) · doi
Blood pressure measurements should be part of routine clinical examination especially in obese population, suggesting a gap in current clinical practice implementation.
Keywords: clinical blood pressure measurements part routine examination especially obese population suggesting current practice implementation - Editorial: Development and validation of new molecular probes of nuclear medicine and new targets of nuclear drugs in cancers (2026) · doi
Continued interdisciplinary collaboration between radiochemists, oncologists, and imaging scientists will be essential to translate these promising findings into routine clinical practice.
Keywords: continued interdisciplinary collaboration radiochemists oncologists imaging scientists essential translate promising routine clinical practice - Diagnostic accuracy of PSMA-targeted radioguided surgery in prostate cancer at multiple anatomical levels: a systematic review and meta-analysis (2026) · doi
The role of PSMA-targeted radioguided surgery in routine clinical surgical practice remains to be defined through future research efforts.
Keywords: role psma targeted radioguided surgery routine clinical surgical practice remains defined future efforts - A deep learning model based on multiphase DCE-MRI for preoperative prediction of Ki-67 expression in breast cancer (2026) · doi
Prospective multi-center validation is still needed before this approach can be adopted into routine clinical practice.
Keywords: prospective multi center validation still needed approach adopted routine clinical practice
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