--- name: altmetrics-guide description: "Guide to altmetrics and research impact beyond traditional citations" metadata: openclaw: emoji: "📊" category: "literature" subcategory: "metadata" keywords: ["altmetrics", "attention score", "social impact", "online mentions", "academic metrics"] source: "wentor-research-plugins" --- # Altmetrics Guide Understand and use alternative metrics (altmetrics) to measure the broader impact and reach of research outputs beyond traditional citation counts. ## What Are Altmetrics? Altmetrics capture the online attention and engagement that research receives across diverse platforms. Unlike citation-based metrics (which can take years to accumulate), altmetrics provide near-real-time signals of how research is being discussed, shared, and used. | Source Category | Examples | What It Measures | |----------------|----------|------------------| | Social media | Twitter/X, Facebook, Reddit, Weibo | Public discussion and sharing | | News & blogs | Mainstream media, science blogs | Media coverage and science communication | | Policy documents | Government reports, clinical guidelines | Policy relevance | | Reference managers | Mendeley, Zotero readership | Academic readership and interest | | Wikipedia | Article citations | Educational and encyclopedic use | | Peer review | Publons, post-publication review | Formal and informal peer evaluation | | Patents | Patent citations | Commercial and industrial relevance | ## Key Altmetric Providers and Scores ### Altmetric.com Attention Score The Altmetric Attention Score is a weighted composite of online mentions: | Source | Weight | Rationale | |--------|--------|-----------| | News outlets | 8 | Editorial curation, wide audience | | Blog posts | 5 | Expert commentary | | Wikipedia | 3 | Encyclopedic significance | | Policy documents | 3 | Real-world impact | | Twitter/X posts | 1 | Broad sharing but low barrier | | Facebook posts | 0.25 | General public engagement | | Reddit posts | 0.25 | Community discussion | | Mendeley readers | 0 (separate) | Tracked but not in score | ### PlumX Metrics (Elsevier) PlumX organizes metrics into five categories: 1. **Usage**: Downloads, views, library holdings 2. **Captures**: Bookmarks, readers, watchers 3. **Mentions**: Blog posts, news articles, reviews, Wikipedia 4. **Social Media**: Tweets, Facebook likes, Reddit activity 5. **Citations**: Scopus, CrossRef, patent citations ### Dimensions Badge Dimensions provides citation counts alongside altmetric-style attention data, integrating grants, patents, clinical trials, and policy documents. ## Querying the Altmetric.com API ```python import requests # Look up altmetrics by DOI doi = "10.1038/s41586-021-03819-2" response = requests.get(f"https://api.altmetric.com/v1/doi/{doi}") if response.status_code == 200: data = response.json() print(f"Title: {data.get('title')}") print(f"Altmetric Score: {data.get('score')}") print(f"Twitter mentions: {data.get('cited_by_tweeters_count', 0)}") print(f"News mentions: {data.get('cited_by_msm_count', 0)}") print(f"Blog mentions: {data.get('cited_by_feeds_count', 0)}") print(f"Wikipedia mentions: {data.get('cited_by_wikipedia_count', 0)}") print(f"Mendeley readers: {data.get('readers', {}).get('mendeley', 0)}") print(f"Detail URL: {data.get('details_url')}") else: print("No altmetric data found for this DOI") ``` ### Batch Queries ```python # Query multiple DOIs using the Altmetric Explorer API (requires subscription) # Free API supports individual lookups by DOI, PubMed ID, or arXiv ID # Look up by PubMed ID pmid = "34234348" response = requests.get(f"https://api.altmetric.com/v1/pmid/{pmid}") # Look up by arXiv ID arxiv_id = "2103.14030" response = requests.get(f"https://api.altmetric.com/v1/arxiv/{arxiv_id}") ``` ## Interpreting Altmetrics Responsibly ### What Altmetrics Tell You - **Speed of dissemination**: How quickly research is being noticed - **Audience breadth**: Whether attention comes from academics, media, public, or policymakers - **Geographic reach**: Where in the world the work is being discussed - **Interdisciplinary interest**: Engagement from unexpected fields ### What Altmetrics Do NOT Tell You - **Quality**: High attention does not equal high quality (controversial or flawed papers can go viral) - **Field-normalized comparison**: Raw scores are not comparable across disciplines - **Gaming resistance**: Social media metrics can be artificially inflated - **Comprehensive coverage**: Not all platforms and languages are tracked equally ## Best Practices for Using Altmetrics 1. **Combine with traditional metrics**: Use altmetrics alongside citation counts, h-index, and peer review to build a complete picture of impact. 2. **Context matters**: A score of 50 might be exceptional in pure mathematics but ordinary in public health. Check the "Compared to outputs of the same age" percentile. 3. **Report responsibly**: When including altmetrics in CVs or grant applications, explain what the numbers mean (e.g., "Top 5% of all research outputs tracked by Altmetric.com"). 4. **Track over time**: Set up alerts for your publications to monitor engagement trends. 5. **Explore the sources**: Click through to see who is discussing your work and in what context. A single policy document mention may be more meaningful than 100 tweets. ## Tools for Tracking Your Research Impact | Tool | Cost | Features | |------|------|----------| | Altmetric.com Bookmarklet | Free | One-click altmetrics for any paper | | ImpactStory / OurResearch | Free | ORCID-based open access and impact profiles | | Google Scholar Profile | Free | Citation tracking, h-index, i10-index | | PlumX Dashboard | Institutional | Comprehensive multi-source tracking | | Dimensions | Free tier | Citations + grants + patents + clinical trials |