Correct publication references, input guidance and output units

README.md

@@ -9,7 +9,7 @@ tags:
 
 # pasta
 
-Human Pasta age-shift classifier applied to within-sample rank-transformed expression. It converts a ridge-logistic older-versus-younger log-odds score to an age score.
+Human Pasta age-shift classifier on within-sample rank-transformed expression. Its classifier score is rescaled to a relative age difference on a human-year axis; it is not an absolute chronological-age prediction.
 
 Model weights retain the original authors' terms; the pyaging software license does not relicense them.
 
@@ -20,7 +20,7 @@ Model weights retain the original authors' terms; the pyaging software license d
 | **Tissue** | multi-tissue |
 | **Data type** | transcriptomics |
 | **Model type** | ridge logistic regression |
-| **Year** | 2025 |
+| **Year** | 2026 |
 
 ## Use with pyaging
 
@@ -34,6 +34,6 @@ Browse every clock in the [pyaging Clock Catalogue](https://pyaging.readthedocs.
 
 ## Citation
 
-Salignon, J. et al. Pasta, a versatile transcriptomic clock, maps the chemical and genetic determinants of aging and rejuvenation. bioRxiv 2025.06.04.657785 (2025).
+Salignon, J., et al. (2026). Pasta, a versatile transcriptomic clock, maps the chemical and genetic determinants of aging and rejuvenation. Advanced Science, e76740.
 
-https://doi.org/10.1101/2025.06.04.657785
+https://doi.org/10.1002/advs.76740

config.json

@@ -1,16 +1,16 @@
 {
  "approved_by_author": "\u2705",
- "citation": "Salignon, J. et al. Pasta, a versatile transcriptomic clock, maps the chemical and genetic determinants of aging and rejuvenation. bioRxiv 2025.06.04.657785 (2025).",
- "citations": 1,
- "citations_date": "2026-07-05",
+ "citation": "Salignon, J., et al. (2026). Pasta, a versatile transcriptomic clock, maps the chemical and genetic determinants of aging and rejuvenation. Advanced Science, e76740.",
+ "citations": 2,
+ "citations_date": "2026-10-02",
  "clock_name": "pasta",
  "data_type": "transcriptomics",
- "doi": "https://doi.org/10.1101/2025.06.04.657785",
- "journal": "bioRxiv",
+ "doi": "https://doi.org/10.1002/advs.76740",
+ "journal": "Advanced Science",
  "last_author": "Christian G. Riedel",
  "model_type": "ridge logistic regression",
  "n_features": 8113,
- "notes": "Human Pasta age-shift classifier applied to within-sample rank-transformed expression. It converts a ridge-logistic older-versus-younger log-odds score to an age score.",
+ "notes": "Human Pasta age-shift classifier on within-sample rank-transformed expression. Its classifier score is rescaled to a relative age difference on a human-year axis; it is not an absolute chronological-age prediction.",
  "platform": [
   "RNA-seq",
   "gene expression microarray"
@@ -34,5 +34,5 @@
   "years"
  ],
  "version": "0.5.7",
- "year": 2025
+ "year": 2026
 }

pasta.pt

@@ -1,3 +1,3 @@
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