@@ -91,7 +91,7 @@ The collection of indexed data products that is the most suitable to use as an e
Focusing on the [5,000 most recent VizieR data catalogs](https://scixplorer.org/search?q=topn(5000%2C+bibstem%3AyCat%2C+date+desc)&sort=score+desc%2Cdate+desc&p=1), we discover that they have been [cited by just under 800 publications](https://scixplorer.org/search?q=citations(topn(5000%2C+bibstem%3AyCat%2C+date+desc))&sort=citation_count+desc%2Cdate+desc&p=1); [close to 600 of these](https://scixplorer.org/search?q=citations(topn(5000%2C+bibstem%3AyCat%2C+date+desc))+property%3A(openaccess+data)&sort=citation_count+desc%2Cdate+desc&p=1) are Open Access publications with links to data. Figure 4 illustrates the range of topics covered by these publications by creating the Paper Network. The Publications facet for these citations shows that they mostly come from the well-known astronomy publication venues and the Institutions facet (see figure 4, right) indicates that the authors of the citing publications work at a wide range of locations. The citing publications are also represented in many bibliographic groups ("bibgroups"); these are curated lists of publications for institutes, missions or instruments.
-

+
Figure 4. Left: Paper network for the publications citing the top 5000 most recent VizieR data catalogs. Right: Institutions and Bibgroups facets for the publications citing the top 5000 most recent VizieR data catalogs.
diff --git a/_includes/_blogcontent/2025-02-27-scix-ambassador-workshop.md b/_includes/_blogcontent/2025-02-27-scix-ambassador-workshop.md
index 36d4ffe9..3550a725 100644
--- a/_includes/_blogcontent/2025-02-27-scix-ambassador-workshop.md
+++ b/_includes/_blogcontent/2025-02-27-scix-ambassador-workshop.md
@@ -8,7 +8,7 @@ A key component of the workshop was the **blue sky project activity**, where amb
- **Workshop Report Team** – Led by Stephanie Jarmak, Harper Wilkins, and Sunny Narayanan, this team is compiling key workshop discussions, feedback, and outcomes.
-

+
diff --git a/_includes/_blogcontent/2025-02-27-scix-earth-science-literature-review.md b/_includes/_blogcontent/2025-02-27-scix-earth-science-literature-review.md
index 9deadac2..2d346b91 100644
--- a/_includes/_blogcontent/2025-02-27-scix-earth-science-literature-review.md
+++ b/_includes/_blogcontent/2025-02-27-scix-earth-science-literature-review.md
@@ -7,7 +7,7 @@ When I search for literature on a search engine, my instinct is to type in a key
The `abs:""` function of SciX can search my keywords in titles and also in the abstract and keywords sections. For example, I can type in the search bar on SciX `abs:(“Antarctica” AND “snowfall” AND “sea ice”)`, and SciX will go through the titles, abstracts, and keywords of records in the corpus to find the most relevant literature for these topics.
-

+
@@ -15,7 +15,7 @@ The `abs:""` function of SciX can search my keywords in titles and also in the a
What blew my mind was that SciX actually works with publishers to obtain the full text in their metadata. Although you still often need your own way of access to the full text (for example, through an institutional subscription to a journal), on SciX regardless of institutional access you can search your keyword in the full text of literature using `full:""`, in a way similar to `abs:""`.
-

+
@@ -26,16 +26,16 @@ It’s happened to me often that my advisor would give me one paper that they th
When I type “Wagner and Eisenman, 2015” in the SciX search bar, I can find the paper my advisor gave me. Here are some functions I would use to expand my search on this paper:
1. **`useful()`** is a function that asks what papers are cited by publications most relevant to my topic. In my example, I would type `useful(Wagner and Eisenman, 2015)` in the search bar, and it will show me what papers are cited by studies like Wagner and Eisenman 2015. These would be the studies that came before Wagner and Eisenman 2015 that this topic built upon. If I type just some keywords rather than metadata associated with a specific paper, it would provide records covering the foundation for this topic that authors cite.
-

+

2. **`reviews()`** is a function that finds the papers that include citations most relevant to my topic. When I use this function, I am going to find papers that came after Wagner and Eisenman and synthesize or build on top of their research, thus citing this research.
-

+

3. **`trending()`** shows me the reader community of this topic. I can see what papers on this topic do SciX users read the most. Using this function is like how in your lab group, you might see what else people are reading that you might not have discovered yet.
-

+

4. Finally, **`similar()`** helps me find papers that have similar content to this one paper I have. SciX compares abstracts and provides a robust way of discovering similar research when I have no idea who else is doing similar research in the field.
-

+

Using these four functions, I quickly identified many more papers that are very relevant to my research questions and expanded my one reading assignment to a more comprehensive reading list.
@@ -45,7 +45,7 @@ As a graduate student, I often want to search for my advisor’s work or the pub
SciX provides more advanced search filters that can help with the common name issue. First, on the left of the screen, the first filter is authors. If you click the checkbox of certain names, you can limit to or exclude those people. To further narrow down by name, you can click on the small arrow next to the names and expand to people with the same last name and first name initial, so you can distinguish them with their middle names. If someone changed their name throughout their career, you could click on multiple names in the `author` filter and limit the search results to multiple names.
-

+
@@ -55,7 +55,7 @@ Another handy filter is `institutions`. Once you click on this filter, you can s
With both the `author` and `institutions` filters, I can quickly narrow my search down to the right author I am looking for.
-

+
@@ -64,7 +64,7 @@ With both the `author` and `institutions` filters, I can quickly narrow my searc
My favorite function of SciX has to be their visualization tools for the search results. When I first entered the field, I wanted to identify who was publishing under the topic that I became interested in. The author network visualization generated when I search a certain topic such as “Antarctic Ice Sheet” can show me a color-coded pie-chart of different groups of people who tend to publish together. When I click on the `view link overlay` option, I can see the authorship collaborations between different groups. This is helpful for me to find out who is publishing often in the group and who collaborates with particular authors. This function can be very helpful when you are applying for graduate school to identify the big contributors in the field. The author network is also a powerful tool when you are trying to find collaborators in a field that you are not familiar with.
-

+
@@ -75,7 +75,7 @@ One piece of advice that I got from a professor was to subscribe to important ac
On SciX, I can sign up for weekly or daily alerts that include the results of certain queries. To do this, once I search for specific keywords or authors I click on the little bell button on the top right of all my search results. It will prompt me to receive email notifications when new literature is added to the search result. This is a topic-specific and cross-journal method of keeping up-to-date with the literature of your interest.
-

+
diff --git a/_includes/_blogcontent/2025-03-25-what-i-wish-i-knew-about-ads-scix-during-my-phd.md b/_includes/_blogcontent/2025-03-25-what-i-wish-i-knew-about-ads-scix-during-my-phd.md
index 90c822b4..f28df060 100644
--- a/_includes/_blogcontent/2025-03-25-what-i-wish-i-knew-about-ads-scix-during-my-phd.md
+++ b/_includes/_blogcontent/2025-03-25-what-i-wish-i-knew-about-ads-scix-during-my-phd.md
@@ -10,7 +10,7 @@ In this blog, I'll share some of my favorite Scix features that I wish I had kno
### 1- Astronomy is still a main area of support and interdisciplinary content is a feature and not a bug.
-

+
@@ -19,7 +19,7 @@ The classic form is still available for those who prefer it. You can access it b
The inclusion of additional scientific disciplines in SciX creates new opportunities for cross-disciplinary collaboration and discovery. Just as in ADS, you can limit your search results to astronomy by using the filter ``collection:astronomy`` in your search query or by selecting "astronomy" under the filter options on the left side of the interface.
-

+
@@ -31,14 +31,14 @@ Your ADS account and account settings are fully integrated and shared with SciX,
Libraries can be designated as public, shared, or private to suit your needs. **A feature currently exclusive to SciX** is the ability to add annotations to saved papers—extremely useful for documenting why you saved a particular paper in a specific library. This is one extra small reason to do the change from ADS to SciX and a reminder that future development will focus on the SciX platform and new features will be made available on SciX.
-

+
Make sure you have an account to be able to save papers to your libraries.
-

+
@@ -71,7 +71,7 @@ Libraries can serve as input for the [4 second-order operators](https://ads.harv
which you can further modify and explore.
-

+
diff --git a/_includes/_blogcontent/2025-07-01-scix-visualizations.md b/_includes/_blogcontent/2025-07-01-scix-visualizations.md
index 94d11799..775f7e78 100644
--- a/_includes/_blogcontent/2025-07-01-scix-visualizations.md
+++ b/_includes/_blogcontent/2025-07-01-scix-visualizations.md
@@ -2,7 +2,7 @@ I’m Sarah Lamm, a PhD candidate in the Geology Department at the University of
This is why SciX is powerful: it pulls scientific references from multiple disciplines and brings them together in one searchable platform. After you’ve submitted a query in SciX, you have the option to visualize the results. Go to explore in the top right hand corner right above your results. You have six options: overview, metrics, author network, paper network, concept cloud, and results graph. But what’s the power in that?
I love figures, graphs, and tables, and I know I'm not alone. Many people prefer a clear visual over reading long paragraphs of text. As the saying goes, a picture is worth a thousand words. That's why the visualization tools in SciX are my favorite feature, especially when I'm starting a new research topic. The SciX visualizations help me quickly identify key authors, papers, related topics, and even methodologies. This gives me a faster and more focused entry point into the current understanding of a subject. It allows me to move beyond just reading the most relevant, but possibly generic, results.
-### When the Query is a Person (Name or ORCID)
+## When the Query is a Person (Name or ORCID)
Situation: You just overheard someone mention a scientist’s name at a conference, and you are about to meet them. Though the problem is you’ve never heard of them before, and you have less than 10 minutes to learn everything you can.
What is their area of expertise? Are they still active in the field or just starting out? Are they highly cited? Do you know someone who can introduce you? How will you find all of this out quickly?
@@ -14,7 +14,7 @@ See when someone started publishing and whether they’ve published recently—e
- If they’re actively publishing or possibly scaling back
- Whether they’re someone you might connect with as a peer or mentor
-

+
@@ -33,7 +33,7 @@ As someone who will soon be on the post-doc market, I will be looking for a post
- See their areas of expertise and what they’ve been involved in over time
- Spot trends in their research interests
-### When the Query is a Topic or Set of Keywords
+## When the Query is a Topic or Set of Keywords
Problem: You’ve been assigned to collaborate on a project in an area where you have minimal expertise. Don’t panic, just head over to SciX. SciX shows you the key papers on a topic and the authors who have worked on it.
- Paper Network
@@ -45,7 +45,7 @@ Problem: You’ve been assigned to collaborate on a project in an area where you
- The bigger the name, the more they’ve contributed.
-

+
@@ -57,7 +57,7 @@ Individual authors can be selected to see how their specific work contributes to
- Get a quick overview of what’s been explored.
- See what’s been attempted or theorized.
-### Pro Tip: Filter by Years
+## Pro Tip: Filter by Years
People and ideas change over time, so maybe you aren’t interested in every paper available. Visualizations even respond when filtered by year.
How many scientists have changed research focus from when they were a student to their current career stage? If you don’t filter by year you are getting everything this ever worked on, which might not be useful.
@@ -74,13 +74,13 @@ Same with topics, how many hypotheses have been thrown out over time, or have re
- It’s a fast, effective way to get up to speed on current conversations in the field.
-

+
Paper Networks based on the query “Titan Saturn Organics” are a great example of the power of filtering by years. The paper network on the left shows papers from 1973, which is the first time these keywords show up, through to the launch of Cassini and Huygens in 1997. This represents some of scientists’ earliest hypotheses about organics on Titan, and these references were used to justify sending Cassini and Huygens. The paper network on the right includes everything after Cassini arrived at Saturn and goes up to today. The ideas about Titan organics clearly became more refined and specific during this time, with more detail, more variety, and a stronger grounding in actual data. This is exactly what filtering by years reveals: not just the progression of published work, but the evolution of scientific thought over time.
-### Pro Tip: Trying to Find Advisors/Collaborators
+## Pro Tip: Trying to Find Advisors/Collaborators
I wish I knew about SciX when I was first applying to graduate school to find advisors names, instead of just googling planetary schools or asking for recommendations. But now SciX does exist!
Many of us, when searching for graduate school advisors, are told, “Find a journal article that interests you, then see who wrote it, and contact them.” While this method can be effective, it is neither highly efficient nor consistently reliable. Searching “Mars Laser Calibration” on other databases lists the most relevant or most recent journal article. A single journal article might have 30 authors, yet it would be difficult to know which author(s) are experts on this topic and which author(s) primarily expertise is in another field though still contributed something to this article due to overlapping knowledge. Using other databases to find advisors is time consuming and more likely to miss some really great advisors.
@@ -96,13 +96,13 @@ These steps should narrow it down to authors who have recently published, whethe
- Though avoid a narrow time frame that is too recent, since students may be high on the author list. Someone with 5 to 10 years of experience on the topic is likely out of school and actively working in the field.
3. Finally, head over to the author network to see which names appear.
-

+
Here is an author networked based on the query “Mars Laser Calibration” from 2020-2025. This shows who is the most published on this work in the past five years. This would be a great list to start on for advisors (or collaborators) if you want to work on Laser Calibrations useful for Mars research. From here you would need to find affiliations, because they might not be at a university and unable to take students. Some affiliations are listed in SciX, but not all.
-### Conclusion
+## Conclusion
I love SciX because it offers a more effective way of identifying connected topics and relevant authors. Even if my own search methods didn’t miss anything during literature reviews, while developing methodologies, or when looking for a graduate advisor, they were undeniably time-consuming and outdated. At the very least, SciX would have saved me time, even if it led to the same results. But in reality, it likely would have done a better and more in-depth job.
I’m an ambassador for SciX because I value efficiency and appreciate simple, powerful tools. More importantly, I’ve seen how academic research is filled with unwritten rules and hidden tools known only to a select few. It's deeply unfair that some of the “best” or “most productive” researchers are simply those who know how to access and use these tools. Research tools shouldn’t be kept secret, they should be shared openly. That’s why I’m a SciX ambassador: to help level the playing field for all researchers, not just the privileged. When everyone has access to the tools they need, we can focus on real science instead of wasting time trying to catch up.
diff --git a/_includes/_blogcontent/2025-08-25-scix-data-collections.md b/_includes/_blogcontent/2025-08-25-scix-data-collections.md
index ee678489..1ec774c8 100644
--- a/_includes/_blogcontent/2025-08-25-scix-data-collections.md
+++ b/_includes/_blogcontent/2025-08-25-scix-data-collections.md
@@ -5,20 +5,20 @@ As can be seen from the list of datasets displayed in the filter, data collectio
In addition to being able to select records in a data collections by using the proper filter, one can also use the corresponding search constraint via the data field, e.g. `data:ORNL.DAAC` will return all records that belong to the NASA’s ORNL.DAAC collection.
-

+
Figure 1: Left: Data collections currently available in SciX’s Earth science collection (`collection:earthscience`). Right: Publication types for records currently found in the ORNL DAAC data collection (`data:ORNL.DAAC`).
-### Contents
+## Contents
The records found in a given data collection consist of resources which either *are* datasets hosted by a particular repository or *use* data from a particular repository. The first category typically consists of high-level data products that are indexed in SciX. Examples of such records include ones found in the different NASA DAACs (original observations by NASA’s earth observing satellites) or the VizieR data products (machine readable datasets associated with astronomy articles), which have been indexed in the system to make them discoverable and citable. The second category includes data bibliographies which link articles to datasets hosted by the repositories. Examples include the SIMBAD and NED collections, which link articles to measurements of astronomical objects, and the collections from the astrophysics archives (MAST, Chandra, IRSA, HEASARC), which link papers to data products hosted by them.
In order to distinguish between records which correspond to a dataset from the records of papers that use the dataset, one can simply use the “Publication Type” filter to see the different documents available in the particular collection. As an example, figure 1 shows the documents found in the ORNL DAAC data collection.
-### Curation
+## Curation
All data collections in SciX are curated according to various criteria and various levels of effort. Historically, the collections associated with the data hosted by the astrophysics archives have been maintained by curators working at the different archives, and have relied on a meticulous analysis of the papers published in the scientific journals of interest to astronomers. (For more information on the process followed, please refer to [this publication](https://scixplorer.org/abs/2024OJAp....7E..85O/abstract)).
@@ -26,21 +26,21 @@ With the advent of electronic publishing and the adoption of FAIR principles, mo
In general, any given data collection may be composed by aggregating records which are curated by data managers collaborating with SciX, and records which are mined from the literature by the indexing pipelines implemented by SciX. As our full-text holdings in SciX increase and our ability to incorporate robust AI/ML methods in our pipelines improves, we expect to reduce the amount of human efforts needed to curate these collections long-term.
-### Citations and Credits
+## Citations and Credits
One distinctive feature of SciX is to track citations between research works. While this has traditionally meant providing links between papers based on the list of formal citations found in their bibliography, it has now made it possible to also track citations between a paper and a data product or software records. This information is exposed in SciX via the “Citations” tab available in the left menu for each record, as shown in figure 2.
However, thanks to our text mining efforts, we are now able to supplement this information with additional links between papers and datasets or software mined from the papers’ full-text (typically the so-called “data availability statement” sections). This provides an additional set of linkages between papers and data products mentioned in them which are named credits in SciX. This will become an additional impact metric that we will track for an increasingly larger number of research products such as data and software going forward.
-

+
Figure 2: The SciX record for a dataset hosted by the ORNL DAAC. As of 8/25/2025, SciX has identified 139 citations and 2 credits from mentions for the dataset. Insert: the corresponding citation metrics for the record in question.
-### Concluding Remarks
+## Concluding Remarks
Tracking the use of research data and software in the scientific literature is one of the primary goals of SciX. This not only helps reproducibility of scientific results, but it also allows greater discoverability of all the research artifacts involved: papers, software, and datasets. An additional benefit of enhancing the FAIRness of this content is the ability for researchers, data managers, and funders alike to evaluate the scientific impact of people, projects and institutions.
diff --git a/_includes/_blogcontent/2025-09-29-scix-launch.md b/_includes/_blogcontent/2025-09-29-scix-launch.md
index 40a9ebb5..d5a9065f 100644
--- a/_includes/_blogcontent/2025-09-29-scix-launch.md
+++ b/_includes/_blogcontent/2025-09-29-scix-launch.md
@@ -27,7 +27,7 @@ SciX is a project created by the ADS team and operated out of the Smithsonian As
## Welcome aboard!
-

+
@@ -42,7 +42,7 @@ SciX is a project created by the ADS team and operated out of the Smithsonian As
@@ -55,7 +55,7 @@ SciX is a project created by the ADS team and operated out of the Smithsonian As
-
Press Coverage
+
Press Coverage
- New NASA-Backed Research Platform SciX Expands Open Science
Center for Astrophysics | Harvard & Smithsonian
- SciX: A New Era for NASA Research Discovery
NASA Science Data Portal
@@ -133,7 +133,7 @@ SciX is a project created by the ADS team and operated out of the Smithsonian As
margin-bottom: 15px;
}
- .press-coverage-header h4 {
+ .press-coverage-header h3 {
margin: 0;
font-size: 16px;
font-weight: 600;
diff --git a/_includes/header_default_scix.html b/_includes/header_default_scix.html
index fa418108..d8e8027e 100644
--- a/_includes/header_default_scix.html
+++ b/_includes/header_default_scix.html
@@ -26,7 +26,7 @@
>
About
-