Evidence map›Paper›PMID 41418274›Full record

ArticleJMIR AI2025

Predicting the Emergency Department Patient Journey Using a Machine Learning Approach.

Joshua George Kovoor, Gavin John Carmichael, Brandon Stretton, Aashray K Gupta, Oliver S Kleinig, Mana Ittimani, Jack Fabian, Sheryn Tan, Jeng Swen Ng, Shrirajh Sateakeerthy and 21 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in JMIR AI, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

31 authors.

Joshua George KovoorGrampians Health, 1 Drummond Street N, Ballarat Central, 3350, Australia, 61 53204000.ORCID http://orcid.org/0000-0002-3880-3840
Gavin John CarmichaelGrampians Health, 1 Drummond Street N, Ballarat Central, 3350, Australia, 61 53204000.ORCID http://orcid.org/0009-0009-2143-3896
Brandon StrettonThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-7939-3489
Aashray K GuptaThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-8038-0378
Oliver S KleinigThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0003-3320-4424
Mana IttimaniNew South Wales Health, Sydney, Australia.ORCID http://orcid.org/0009-0005-8277-0002
Jack FabianCentral Adelaide, Government of South Australia, Adelaide, Australia.ORCID http://orcid.org/0000-0002-1097-1762
Sheryn TanThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-8310-0853
Jeng Swen NgThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0001-5222-1196
Shrirajh SateakeerthyCentral Adelaide, Government of South Australia, Adelaide, Australia.ORCID http://orcid.org/0009-0005-8604-3750
Andrew BoothSouth Australia Health, Adelaide, Australia.ORCID http://orcid.org/0009-0005-0023-6552
Alexander BeathGrampians Health, 1 Drummond Street N, Ballarat Central, 3350, Australia, 61 53204000.ORCID http://orcid.org/0000-0001-6316-8992
John KefalianosGrampians Health, 1 Drummond Street N, Ballarat Central, 3350, Australia, 61 53204000.ORCID http://orcid.org/0000-0002-5910-5224
Mathew Ollapallil JacobGrampians Health, 1 Drummond Street N, Ballarat Central, 3350, Australia, 61 53204000.ORCID http://orcid.org/0000-0002-5692-8241
Sadeya AhmedThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-5942-6861
WengOnn ChanThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0003-2646-5677
Pramesh KovoorWestmead Hospital, Sydney, Australia.ORCID http://orcid.org/0000-0003-2455-5046
Samuel GluckThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0001-7883-517X
Toby GilbertThe Queen Elizabeth Hospital, Adelaide, Australia.ORCID http://orcid.org/0000-0002-3431-9672
James MalychaThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-9668-1431
Benjamin A ReddiThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0003-4110-5055
Robert T PadburyFlinders University, Adelaide, Australia.ORCID http://orcid.org/0000-0002-8310-3130
Markus I TrochslerThe Queen Elizabeth Hospital, Adelaide, Australia.ORCID http://orcid.org/0000-0002-0650-9153
Guy J MaddernThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0003-2064-181X
Derek P ChewFlinders University, Adelaide, Australia.ORCID http://orcid.org/0000-0003-3593-296X
Andrew C ZannettinoThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-6646-6167
Danny LiewThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-0131-623X
John F BeltrameThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-4294-6510
Patrick G O'CallaghanThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0002-0635-1894
Cynthia PapendickRoyal Adelaide Hospital, Adelaide, Australia.ORCID http://orcid.org/0000-0002-1648-7672
Stephen BacchiThe University of Adelaide, Adelaide, Australia.ORCID http://orcid.org/0000-0001-5130-8628

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AIartificial intelligencedeep learningemergency departmenthealth informaticshospitalizationhospital resource managementlanguage modellarge language modellogistic regressionmachine learningpatient carepredictionresource managementretrospective analysisTF-IDF

Identifiers

PMID41418274
PMCPMC12716828

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.