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Soil acidification and the importance of liming agricultural soils with particular reference to the United Kingdom

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Storage and handling Store lyophilised PT-141 at 20 C, protected from light, for up to 24 months

The number of clusters (k=5) was chosen objectively by maximizing a combined score of: Silhouette coefficient on a discovery split: measures how well-separated the clusters are internally Adjusted Rand Index (ARI) on a held-out validation split: measures whether an independent reclustering of new data produces the same structure This two-stage validation approach guards against over-fitting the cluster count to a single sample