Evidence map›Paper›PMID 36349060›Full record

ArticleInternational journal of thermophysics2022

Demonstration of Neural Networks to Reconstruct Temperatures from Simulated Fluorescent Data Toward Use in Bio-microfluidics.

Jacob Kullberg, Jacob Colton, C Tolex Gregory, Austin Bay, Troy Munro

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in International journal of thermophysics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–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

2 citing papers in PubMed.

  1. Article
  2. 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.

Jacob KullbergComputer Science Department, Brigham Young University, 3361 TMCB, Provo, 84602, UT, USA.
Jacob ColtonMechanical Engineering department, Brigham Young University, 3361 TMCB, Provo, 84602, UT, USA.
C Tolex GregoryComputer Science Department, Brigham Young University, 3361 TMCB, Provo, 84602, UT, USA.
Austin BayNeuroscience Department, Brigham Young University, S-192 ESC, Provo, 84602, UT, USA.
Troy MunroMechanical Engineering department, Brigham Young University, 3361 TMCB, Provo, 84602, UT, USA.

Funding

Administrative Supplement for Equipment: 6-axis Positioner to Improve 3D Print Quality and Print SizeR15GM132868 · NIGMS · BRIGHAM YOUNG UNIVERSITY · PI MUNRO, TROY · 2019 to 2023
$944k
NIGMS NIH HHS R15 GM132868
6 · The paper itself

Abstract

Biological systems often have a narrow temperature range of operation, which require highly accurate spatially resolved temperature measurements, often near ±

Indexed as

Convolutional Neural NetworksFluorescent ThermometryMachine LearningMicrofluidicsPhotoluminescenceTemperature Reconstruction

Identifiers

PMID36349060
PMCPMC9639173

What OpenQuestion holds

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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.