ArticleFoods (Basel, Switzerland)2025
Multivariate Quantitative Prediction of Soluble Solids Content, Moisture Content, and Fruit Firmness in 'Dinosaur Egg' Apricot Plum via Near-Infrared Spectroscopy with Cross-Parameter Feature Fusion and SHapley Additive exPlanations-Based Optimization.
Article in Foods (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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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
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Who cites it
2 citing papers in PubMed.
- Emerging Processing, Preservation, and Quality-Monitoring Technologies: Toward Sustainable and Intelligent Agri-Food Systems.Foods (Basel, Switzerland) · 2026Article
- Influence of graft compatibility on fruit quality and mineral nutrient profile in 'Dinosaur Egg' (Frontiers in plant science · 2026Article
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
To meet market demand for fresh 'Dinosaur Egg' Apricot plum and realize effective quality classification, this study developed a non-destructive quality evaluation method using near-infrared spectroscopy (NIRS) with cross-parameter feature fusion. Spectral data were preprocessed, and key bands were screened via Competitive Adaptive Reweighted Sampling (CARS) and Shuffled Frog Leaping Algorithm (SFLA). Partial Least Squares Regression (PLSR) models for soluble solids content (SSC), moisture content (MC), and fruit firmness (FF) were established. Chemical index features were fused with FF-related preliminary features, and SHapley Additive exPlanations (SHAP) optimized feature contribution. Final models showed high performance: SSC (Rc2 = 0.9354, Rp2 = 0.9302, RMSE = 0.5212° Brix), MC (Rc2 = 0.9367, Rp2 = 0.9314, RMSE = 5.037 × 10
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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.