{"doi":"10.1101/2025.05.05.25327005","title":"Number of Austrian SARS-CoV-2 infections in the 2024/2025 season: Analysis of national wastewater data","abstract":"<h4>ABSTRACT</h4> Adaptation of SARS-CoV-2 policies requires information of contemporary infection trends. Based on wastewater data, we estimate 2.5 million new infections in Austria between April 1, 2024, and March 31, 2025, with peak in early October. 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Ioannidis","orcid":"0000-0003-3118-6859","position":4,"is_corresponding":false},{"id":3313,"name":"Stefan Pilz","orcid":"0000-0002-7959-1311","position":5,"is_corresponding":false},{"id":14474,"name":"Uwe Riedmann","orcid":"0000-0002-2541-9604","position":0,"is_corresponding":true}],"reference_count":12,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-03-01T18:20:47.508186Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":"green","license":"cc-by-nc-nd","views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":20.0,"fair_a":30.0,"fair_i":0.0,"fair_r":8.3333,"fair_zscore":-2.7705,"fair_rationale":{"fair_score":14.58,"has_llm":true,"dimensions":{"F":{"name":"Findable","score":20.0,"criteria":[{"key":"f_has_doi","label":"Has a persistent DOI","kind":"deterministic","weight":1.0,"fraction":1.0,"signal":"DOI present","rationale":null},{"key":"f_repository_presence","label":"Indexed in repositories / literature DBs","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"datacite=0, pmcid=False, pmid=False","rationale":null},{"key":"f_persistent_ids","label":"Resolvable scholarly identifiers (OpenAlex)","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no OpenAlex id","rationale":null},{"key":"f_metadata_richness","label":"Rich, machine-readable metadata","kind":"llm","weight":1.0,"fraction":0.0,"signal":null,"rationale":"The paper provides no machine-readable metadata such as structured data descriptions, controlled vocabularies, or persistent identifiers beyond the DOI."}]},"A":{"name":"Accessible","score":30.0,"criteria":[{"key":"a_open_access","label":"Open Access / files deposited","kind":"deterministic","weight":1.5,"fraction":1.0,"signal":"Open Access","rationale":null},{"key":"a_retrievable","label":"Free full text retrievable","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"0 OA location(s)","rationale":null},{"key":"a_access_protocol","label":"Clear data/code access protocol","kind":"llm","weight":1.0,"fraction":0.0,"signal":null,"rationale":"No protocol for accessing the underlying wastewater data or code is mentioned; the text only states the analysis was 'based on wastewater data' without specifying how to obtain it."}]},"I":{"name":"Interoperable","score":0.0,"criteria":[{"key":"i_linked_data","label":"Linked datasets / DataCite relations","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"linked_datasets=0, datacite=0","rationale":null},{"key":"i_standard_ids","label":"References data via standard accessions","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"accessions=0, trials=0","rationale":null},{"key":"i_standards","label":"Standard formats, vocabularies & identifiers","kind":"llm","weight":1.0,"fraction":0.0,"signal":null,"rationale":"No standard formats, vocabularies, or identifiers (e.g., for pathogens, locations, or time periods) are referenced or used in the provided text."}]},"R":{"name":"Reusable","score":8.33,"criteria":[{"key":"r_license","label":"Clear, open reuse license","kind":"deterministic","weight":1.5,"fraction":0.0,"signal":"no license","rationale":null},{"key":"r_downloads","label":"Demonstrated reuse (downloads)","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"downloads=0","rationale":null},{"key":"r_version","label":"Versioned / maintained","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no version chain","rationale":null},{"key":"r_dataset","label":"Classified as a data resource","kind":"deterministic","weight":0.5,"fraction":1.0,"signal":"is_dataset","rationale":null},{"key":"r_reusability","label":"Data-availability statement, license & reproducibility","kind":"llm","weight":2.0,"fraction":0.0,"signal":null,"rationale":"No data-availability statement, license, or reproducibility details (e.g., code, methods, or data provenance) are provided in the text."}]}},"suggestions":["Include a data-availability statement with a persistent identifier (e.g., DOI or accession number) for the wastewater dataset.","Provide a clear access protocol, such as a URL or repository link, for both the raw data and analysis code.","Use standard vocabularies (e.g., NCBI taxonomy for SARS-CoV-2) and structured metadata (e.g., Dublin Core or schema.org) in the paper or supplementary materials.","Add a license (e.g., CC-BY) to the paper and data to clarify reuse terms.","Describe the data format (e.g., CSV, JSON) and any preprocessing steps to enhance interoperability and reproducibility."],"model":"deepseek/deepseek-v4-flash","agent_version":"fair_agent_v1","fulltext_source":"abstract_only"},"fair_model":"deepseek/deepseek-v4-flash","fair_agent_version":"fair_agent_v1","fair_fulltext_source":"abstract_only","fair_has_llm":true,"fair_computed_at":"2026-06-16T07:09:23.060759Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}