biology16 papersavg year 2025quality 5/5

predictive extreme value field external

Research gap analysis derived from 16 biology papers in our local library.

The gap

Further investigation is needed to replicate the model in larger, more diverse cohorts, including female athletes, young athletes, and other strength-sport populations, as well as to examine the longitudinal stability of the identified relationships and the direct predictive validity of these indices for competitive performance in the snatch and clean and jerk. However, the generalizability of these findings is limited by the sample's homogeneity and the ...

Research trend

Emerging — attention growing, methods still coalescing.

Supporting evidence — 8 representative gaps

  • The genetics of cancer heterogeneity and mesothelioma (2026) · doi

    The predictive potential of MRI in differentiating predominant components in biphasic pleural mesothelioma has been assessed but requires further validation and refinement.

    Keywords: predictive potential differentiating predominant components biphasic pleural mesothelioma assessed requires further validation refinement
  • Integrating multi-task learning with a differentiable physics constrained framework for hydrological forecasting (2026) · doi

    The current model shows significant degradation in predictive performance when forecasting high-value extreme evapotranspiration (ET) events, with neither the baseline MTL model nor the Dp model succeeding in generating reliable forecasts under these conditions.

    Keywords: model current shows significant degradation predictive performance forecasting high value extreme evapotranspiration events neither baseline
  • Müasir süni intellekt texnologiyalarının logistika sisteminә inteqrasiyası (2026) · doi

    Future research should explore predictive maintenance, dynamic route planning, and personalized delivery as innovative directions for AI in logistics.

    Keywords: future explore predictive maintenance dynamic route planning personalized delivery innovative directions logistics
  • ANALYSIS OF THE TURKISH FOOTBALL SUPER LEAGUE OVER FIVE SEASONS FROM A TECHNICAL AND TACTICAL PERSPECTIVE (2026) · doi

    While the paper demonstrates that overall ball possession percentage and pass counts have limited predictive value for match outcomes in the Turkish Super League, it does not investigate which specific contextual factors (opponent formation, match phase, field location zones) modulate the relationship between possession quality and match success.

    Keywords: ball possession quality context match outcomes Turkish Super League performance indicators
  • Development of an explainable machine learning model for predicting the occurrence of advanced diabetic kidney disease (2026) · doi

    The model identified significant demographic and laboratory differences between the internal Fuzhou dataset and external NHANES dataset across 20+ variables including gender, BMI, serum lipids, liver enzymes, and inflammatory markers. Systematic investigation of how genetic susceptibility, lifestyle factors, and dietary habits specific to different geographic regions (China vs. United States) affect the predictive performance of the ten-variable advanced DKD model is required.

    Keywords: diabetic kidney disease geographic variation population characteristics genetic susceptibility dietary factors predictive performance
  • Synthesis of Four New Bis-hydrazone Derivatives: Characterization, Antibacterial Assessments, Docking, ADMET, and DFT Calculations (2026) · doi

    The ADMET and DFT calculations were performed on the four synthesized bis-hydrazone compounds, but no comparative analysis against structurally similar bis-hydrazone scaffolds or established antibacterial hydrazone derivatives from literature is provided to validate the predictive models.

    Keywords: ADMET DFT calculations bis-hydrazone antibacterial structure-activity relationship validation
  • Relative anthropometric parameters as predictors of strength abilities of Olympic weightlifters (2026) · doi

    Further investigation is needed to replicate the model in larger, more diverse cohorts, including female athletes, young athletes, and other strength-sport populations, as well as to examine the longitudinal stability of the identified relationships and the direct predictive validity of these indices for competitive performance in the snatch and clean and jerk. However, the generalizability of these findings is limited by the sample's homogeneity and the cross-sectional design.

    Keywords: athletes further investigation needed replicate model larger diverse cohorts including female young strength sport populations
  • Reflections of Wolfgang Beck on the research of his research and that of his coworkers in Coordination Chemistry, Organometallic Chemietry and Bioinorganic Chemistry (2019) · doi

    The paper notes that large coligands and cations are used to prevent explosive behavior in fulminate complexes, but does not elaborate on theoretical understanding of the underlying stability mechanisms or predictive design principles.

    Keywords: notes large coligands cations used prevent explosive behavior fulminate complexes elaborate theoretical understanding underlying stability

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