Evidence map›Paper›PMID 37332564›Full record

ArticleArXiv2024

Rapid, antibiotic incubation-free determination of tuberculosis drug resistance using machine learning and Raman spectroscopy.

Babatunde Ogunlade, Loza F Tadesse, Hongquan Li, Nhat Vu, Niaz Banaei, Amy K Barczak, Amr A E Saleh, Manu Prakash, Jennifer A Dionne

Abstract readPreprint
PubMed Full text at PMC
In one paragraph

Article in ArXiv, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Babatunde OgunladeDepartment of Materials Science and Engineering, Stanford University; Stanford, 94305, CA, USA.
Loza F TadesseDepartment of Bioengineering, Stanford University School of Medicine and School of Engineering; Stanford, 94305, CA, USA.
Hongquan LiDepartment of Applied Physics, Stanford University; Stanford, 94305, CA, USA.
Nhat VuPumpkinseed Technologies, Inc; Palo Alto, 94306, CA, USA.
Niaz BanaeiDepartment of Pathology, Stanford University School of Medicine; Stanford, 94305, CA, USA.
Amy K BarczakThe Ragon Institute, Massachusetts General Hospital; Cambridge, 02139, MA, USA.
Amr A E SalehDepartment of Materials Science and Engineering, Stanford University; Stanford, 94305, CA, USA.
Manu PrakashDepartment of Bioengineering, Stanford University School of Medicine and School of Engineering; Stanford, 94305, CA, USA.
Jennifer A DionneDepartment of Materials Science and Engineering, Stanford University; Stanford, 94305, CA, USA.

Funding

Nano-optical reporters of dynamic mechanotransduction in the immune systemDP2AI152072 · NIAID · STANFORD UNIVERSITY · PI DIONNE, JENNIFER A. · 2019 to 2019
$2.3M
NIAID NIH HHS DP2 AI152072
6 · The paper itself

Abstract

Tuberculosis (TB) is the world's deadliest infectious disease, with over 1.5 million deaths annually and 10 million new cases reported each year

Indexed as

antibiotic susceptibilityBiological Sciences- Biophysics and Computational Biologyinfectious diseasemachine learningRaman spectroscopytuberculosis

Identifiers

PMID37332564
PMCPMC10274949

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.