Index of generated Science Maps


About the science maps. The scientific maps listed on this page were automatically generated by dimensions-networks, a Python tool that streamlines the process of creating scientific networks visualizations using Dimensions.

How it works. Science maps are triggered from a SQL query on the Dimensions on Google BigQuery cloud database. Each query represents a topic, i.e. a subset of the Dimensions dataset. The Python application automatically performs a network analysis on the dataset and outputs an interactive VOSViewer visualization.

See also. For more information, see the STI-2022 paper and the Python project on GitHub.


Topic: China lockdown
Query:

-- max_nodes: 400 
-- min_edge_weight: 2
-- min_concept_relevance: 0.5
-- min_concept_frequency: 2

SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    REGEXP_CONTAINS(
        title.preferred,
        r'chin.*lockdown|lockdown.*chin'
    ) OR 
        REGEXP_CONTAINS(
        abstract.preferred,
        r'chin.*lockdown|lockdown.*chin'
    )
Topic: Chinese authors
Query:

-- Highly cited papers from Chinese authors
-- max_nodes: 400 
-- min_edge_weight: 2
-- min_concept_relevance: 0.7 
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    "China" IN UNNEST(research_org_country_names)
    AND metrics.times_cited >= 50
Topic: Conspiracy theory
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 2
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    REGEXP_CONTAINS(
        abstract.preferred,
        r'conspiracy.*theory|theory.*conspiracy'
    )
Topic: Herd immunity
Query:

-- max_nodes: 400 
-- min_edge_weight: 2
-- min_concept_relevance: 0.6 
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    REGEXP_CONTAINS(
        abstract.preferred,
        r'herd.*immunity|immunity.*herd'
    )
Topic: Last 30 days
Query:

-- Publications from last 30 days with an altmetric score > 10
-- network_types: concepts, organizations
-- max_nodes: 400 
-- min_edge_weight: 3
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 4
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    EXTRACT(
        DATE
        FROM
            date_inserted
    ) >= DATE_ADD(CURRENT_DATE(), INTERVAL -30 DAY)
    AND altmetrics.score > 10
Topic: Machine learning
Query:

-- AUTOMATICALLY GENERATED KEYWORD SEARCH QUERY
-- date: Sep-01-2022
-- max_nodes: 400 
-- min_edge_weight: 2
-- min_concept_relevance: 0.6
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    REGEXP_CONTAINS(abstract.preferred, r'machine learning')
    OR REGEXP_CONTAINS(title.preferred, r'machine learning')
Topic: Mesh mental health
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 2
-- min_concept_relevance: 0.7 
-- min_concept_frequency: 2

SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    "Mental Health" in UNNEST(mesh_headings)
Topic: Mesh pregnancy
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 1
-- min_concept_relevance: 0.6
-- min_concept_frequency: 2

SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    "Pregnancy" in UNNEST(mesh_headings)
Topic: Nature publications
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 2
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    journal.id = "jour.1018957"
Topic: Only preprints
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 3
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 5
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    TYPE = "preprint"
    AND altmetrics.score > 5
Topic: Pubs with high altmetric
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 2
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 5
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    altmetrics.score > 20
Topic: Science publications
Query:

-- network_types: concepts, organizations
-- max_nodes: 300 
-- min_edge_weight: 2
-- min_concept_relevance: 0.5 
-- min_concept_frequency: 2
SELECT
    id
FROM
    `covid-19-dimensions-ai.data.publications`
WHERE
    journal.id = "jour.1346339"