searching-academic-outputs-with-dimensions

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Search for academic literature, empirical evidence, and scholarly research using the Dimensions database. Use when seeking research papers to support product decisions, find empirical studies, conduct literature reviews, explore funding patterns, validate hypotheses with academic sources, or discover research trends. Supports publications, grants, patents, clinical trials, and researcher profiles. Triggers on requests for "academic evidence", "empirical research", "find studies", "literature search", or "research to support decisions".

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NPX Install

npx skill4agent add kjgarza/marketplace-claude searching-academic-outputs-with-dimensions

Overview

Query the Dimensions academic database to find publications, grants, patents, clinical trials, and researchers using the shortwing CLI.
Queries use the Dimensions Search Language (DSL) piped to shortwing.
Reference Documentation:
  • dsl-reference.md — Full DSL syntax, operators, fields, and example queries
Authentication: Requires API key from https://app.dimensions.ai/account/tokens. Configure credentials in
~/.dimensions/dsl.ini
or use environment variables (
DIMENSIONS_KEY
,
DIMENSIONS_ENDPOINT
). See Authentication section in dsl-reference.md for details.

Quick Start

bash
# Search publications
echo 'search publications for "machine learning" return publications limit 10' | shortwing

# Search grants
echo 'search grants for "artificial intelligence" return grants[title+funding_usd] limit 10' | shortwing

# Find researchers
echo 'search researchers for "John Smith" return researchers[first_name+last_name+current_research_org] limit 10' | shortwing

Query Structure

search <source> [for "<terms>"] [where <filters>] return <result> [limit N]

Available Sources

SourceDescription
publications
Research papers, articles, books
grants
Research funding awards
patents
Patent applications and grants
clinical_trials
Clinical trial records
researchers
Researcher profiles
datasets
Research datasets

Common Query Patterns

TaskQuery
Search by keyword
search publications for "CRISPR" return publications limit 20
Filter by year
search publications where year=2024 return publications limit 10
Search title only
search publications in title_only for "climate change" return publications limit 10
Highly cited papers
search publications for "AI" where times_cited>100 return publications sort by times_cited desc limit 10
Grants by funder
search grants where funders.name~"NIH" return grants[title+funding_usd] limit 10
Recent patents
search patents where filing_year>=2023 return patents[title+assignees] limit 10
Clinical trials
search clinical_trials for "diabetes" return clinical_trials[title+phase] limit 10
Aggregations
search publications for "robotics" return research_orgs aggregate count sort by count desc limit 10

Return Specific Fields

Use
+
to combine fields:
bash
echo 'search publications for "quantum" return publications[id+title+doi+year+times_cited] limit 10' | shortwing

Filter Operators

OperatorExample
=
equals
year=2024
>
greater than
times_cited>100
~
contains
journal.title~"Nature"
in
range
year in [2020:2024]
and/or
combine
year=2024 and type="article"

Boolean Search Operators

Boolean operators in search terms must be UPPERCASE and inside the quotes:
PatternExample
AND (both required)
for "machine learning AND healthcare"
OR (either matches)
for "python OR java"
NOT (exclude)
for "AI NOT robotics"
Grouped
for "(cancer OR tumor) AND treatment"
Exact phrase
for "\"peer feedback\""
(escaped quotes)
Proximity
for "\"formal model\"~10"
(within 10 words)
Important: Lowercase
and/or
in the
where
clause combines filters, but search terms require UPPERCASE
AND/OR/NOT
.

Tips for Precise Results

  1. Use targeted search indexes for relevant results:
    bash
    # Most specific - title only
    echo 'search publications in title_only for "machine learning" return publications limit 20' | shortwing
    
    # Good balance - title and abstract
    echo 'search publications in title_abstract_only for "peer feedback AND writing" return publications limit 20' | shortwing
  2. Use phrase searches for exact multi-word terms:
    bash
    echo 'search publications in title_abstract_only for "\"formative assessment\" AND \"higher education\"" return publications limit 20' | shortwing
  3. Combine search with filters to narrow scope:
    bash
    echo 'search publications in title_abstract_only for "\"peer review\"" where year>=2020 and times_cited>10 return publications[title+doi+times_cited+year] limit 20' | shortwing
  4. Filter by citation count to find influential papers:
    bash
    echo 'search publications for "cognitive load" where times_cited>50 return publications sort by times_cited desc limit 10' | shortwing

General Tips

  • Always use double quotes around search terms:
    for "search term"
  • Use
    ~
    for partial string matching:
    where journal.title~"Nature"
  • Use
    limit
    to control result size
  • See dsl-reference.md for complete syntax and all available fields

Error Handling

ErrorSolution
shortwing not foundInstall from ~/aves/shortwing:
cd ~/aves/shortwing && uv pip install .
Configuration error (exit code 2)Set
DIMENSIONS_KEY
env var or create
~/.dimensions/dsl.ini
Invalid credentialsGet new key from https://app.dimensions.ai/account/tokens
Query syntax error (exit code 1)Check DSL syntax in dsl-reference.md