Evidence map›Paper›PMID 36406335›Full record

ArticleEPJ data science2022

Enhancing short-term crime prediction with human mobility flows and deep learning architectures.

Jiahui Wu, Saad Mohammad Abrar, Naman Awasthi, Enrique Frias-Martinez, Vanessa Frias-Martinez

Abstract read
In one paragraph

Article in EPJ data science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Jiahui WuUniversity of Maryland, College Park, USA.
Saad Mohammad AbrarUniversity of Maryland, College Park, USA.
Naman AwasthiUniversity of Maryland, College Park, USA.
Enrique Frias-MartinezCAILab, Universidad Camilo Jose Cela, Madrid, Spain.
Vanessa Frias-MartinezUniversity of Maryland, College Park, USA.ORCID 0000-0001-5114-7633

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Place-based short-term crime prediction models leverage the spatio-temporal patterns of historical crimes to predict aggregate volumes of crime incidents at specific locations over time. Under the umbrella of the

Indexed as

Deep LearningHuman Mobility FlowsShort-term Crime Prediction

Identifiers

PMID36406335
PMCPMC9640891

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.