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The reproduction uses the same code package (planktonclas), the same released model weights, and the same test.txt partition that the original evaluation reports against. One minor naming note: Table 1 of the paper lists test=33,829 and val=33,718, whereas the released split files have those numbers swapped (test.txt=33,718, val.txt=33,829). This study uses the released test.txt, which is the file the model was actually evaluated on. Hardware differs (CPU instead of GPU); CPU inference is exact arithmetic and does not change metric values. https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/decrop-2025-reproduction-study https://w3id.org/sciencelive/o/terms/hasDiscipline http://www.wikidata.org/entity/Q7173 https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/decrop-2025-reproduction-study https://w3id.org/sciencelive/o/terms/hasMethodologyDescription The package planktonclas==0.2.0 can be installed from PyPI — the same code package authored by Decrop and colleagues and used to train the original model. The pretrained EfficientNetV2-B0 weights and the dataset split files are downloaded from Zenodo 10.5281/zenodo.15269453, and the FlowCam phytoplankton image dataset from Zenodo 10.5281/zenodo.10554845. Inference is run on the 33,718 images listed in the released test.txt using planktonclas.test_utils.predict, which applies 10-crop test-time augmentation. Top-1, top-5, micro F1, macro F1, and weighted F1 were computed via scikit-learn against the integer labels in test.txt. https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/decrop-2025-reproduction-study https://w3id.org/sciencelive/o/terms/hasScopeDescription This study reproduces the headline classification metrics reported by Decrop et al. 2025 for the EfficientNetV2-B0 phytoplankton classifier on the held-out test partition: top-1 accuracy, top-5 accuracy, and the macro/micro/weighted F1 scores. We use the authors' publicly released pretrained weights, the exact train/val/test split files distributed alongside the model, and the same 95-class taxonomy. https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/decrop-2025-reproduction-study https://w3id.org/sciencelive/o/terms/targetsClaim https://w3id.org/sciencelive/np/RAQbvusYubgaYlU7YEPIgPmTwqDoylwiq5FKyrVgF95qM/phytoplankton-claim https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/provenance https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/pubinfo https://orcid.org/0000-0002-1784-2920 http://xmlns.com/foaf/0.1/name Anne Fouilloux https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://purl.org/dc/terms/created 2026-04-26T13:50:38.174Z https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://purl.org/dc/terms/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://purl.org/nanopub/x/introduces https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/decrop-2025-reproduction-study https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://purl.org/nanopub/x/wasCreatedAt https://platform.sciencelive4all.org https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U http://www.w3.org/2000/01/rdf-schema#label NP created using Declaring a replication study design according to FORRT https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RAuLEjPp-4dTvPwMkfHggTto1CgjIftiGRAgHlyeEonjQ https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/sig http://purl.org/nanopub/x/hasPublicKey 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 https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/sig http://purl.org/nanopub/x/hasSignature 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 https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U https://w3id.org/sciencelive/np/RAGtxXgvYl-b7NOkyS3K34z1yDDkPqzGuiTr54nA2uH7U/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0002-1784-2920