clinical training cannot collection discuss
Research gap analysis derived from 50 medicine papers in our local library.
The gap
The paper references GPT-4-based AI agents for detection of antimicrobial resistance mechanisms (reference 35), but does not address how to validate these large language models against ground-truth antimicrobial resistance phenotypes and genotypes, or how their predictions compare to traditional phenotypic testing and genotypic characterization in clinical microbiology workflows.; The editorial emphasizes biological, clinical, and social determinants of COVID-19 outcomes in older adults and...
Research trend
Emerging — attention growing, methods still coalescing.
Supporting evidence — 8 representative gaps
- Comparison of COX-2 Selective and Traditional NSAIDs on Experimental Gastric Ulcer Healing in Humans (2021) · doi
Discovery of significant cardiovascular side effects in selective COX-2 inhibitors created additional complications for the research paradigm and clinical application of these agents.
Keywords: discovery significant cardiovascular side effects selective inhibitors created additional complications paradigm clinical application agents - Prospective evaluation of artificial intelligence-assisted monitoring of the effective withdrawal time on adenoma detection (2026) · doi
Because endoscopists were blinded to real-time feedback, the potential for increased cognitive load or operator fatigue when actively striving to meet EWT targets in clinical settings could not be evaluated.
Keywords: endoscopists blinded real time feedback potential increased cognitive load operator fatigue actively striving meet targets - Prospective evaluation of artificial intelligence-assisted monitoring of the effective withdrawal time on adenoma detection (2026) · doi
Further large-scale, multi-center validation and research into the impact of EWT on long-term clinical outcomes are warranted to realize its clinical potential as a transformative quality indicator in colonoscopy.
Keywords: clinical further large scale multi center validation impact long term outcomes warranted realize potential transformative - Comparative effects of weight-loss diet, exercise training, respiratory muscle training, and oropharyngeal muscle training in obstructive sleep apnea: a systematic review and network meta-analysis (2026) · doi
Future research will require more well-designed, adequately powered high-quality RCTs to further validate the specific advantages of different lifestyle and functional training interventions in various clinical outcomes of OSA.
Keywords: future require well designed adequately powered high quality rcts further validate specific advantages different lifestyle - Comparative evaluation of bipolar versus monopolar energy platforms in G-POEM for gastroparesis: technical performance, learning curves, and clinical outcomes (2026) · doi
The sample size, particularly for the SBK group, was relatively small and not powered to detect subtle differences in clinical or procedural outcomes.
Keywords: sample size particularly group relatively small powered detect subtle differences clinical procedural outcomes - Effect of antioxidants on dentinal tubular penetration of root canal sealers in sodium hypochlorite treated root canal dentin: a systematic review (2026) · doi
Different concentrations of antioxidants were used across studies (ranging from 0.5% to 10%), but optimal concentration determination for clinical use remains unclear.
Keywords: different concentrations antioxidants used across ranging optimal concentration determination clinical remains unclear - Time-dependent comparative efficacy of non-surgical treatments for pain relief in lateral epicondylitis: a systematic review and network meta-analysis (2026) · doi
This study focused primarily on pain outcomes measured by the VAS and therefore cannot fully reflect broader clinical value, such as functional recovery, grip strength, return to work or sport, and recurrence.
Keywords: focused primarily pain outcomes measured cannot fully reflect broader clinical value functional recovery grip strength - Mesenchymal stromal cells in Rheumathology: Recent findings (2026) · doi
Rigorous definition, quantification, and purity control of EV preparations are essential prerequisites for clinical development but remain significant translational challenges.
Keywords: rigorous definition quantification purity control preparations essential prerequisites clinical development remain significant translational challenges
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