Evidence map›Paper›PMID 41597313›Full record

ReviewMedicina (Kaunas, Lithuania)2025

Artificial Intelligence and Machine Learning in the Diagnosis and Management of Osteoporosis: A Comprehensive Review.

Alessandro Conforti, Marco Ruggiero, Linda Lucchetti, Valerio Cipolloni, Francesco Demostene Galati, Martina Gentile, Alberto Lo Gullo

Abstract readReview
In one paragraph

Review in Medicina (Kaunas, Lithuania), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 2 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

5 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Review
  4. Review
  5. Review
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

7 authors.

Alessandro ConfortiASL Roma 4, 00053 Rome, Italy.
Marco RuggieroSpinal Unit, CTO Hospital, ASL Roma 2, 00159 Rome, Italy.
Linda LucchettiHospital Pharmacy Unit, ASL Roma 4, 00053 Rome, Italy.
Valerio CipolloniDepartment of Orthopaedics, A.O.U. "Vanvitelli" University Hospital, "Luigi Vanvitelli" University, Via del Sole 10, 80138 Naples, Italy.
Francesco Demostene GalatiFondazione Policlinico Universitario Campus Bio Medico, 00128 Rome, Italy.
Martina GentileAmbulatorio Reumatologia Montefiascone-Bagnoregio, ASL Viterbo, 01100 Rome, Italy.
Alberto Lo GulloUOSD Reumatologia, A.O. Papardo, 98158 Messina, Italy.ORCID 0000-0003-4383-0314

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceMachine LearningOsteoporosisBone DensityHumansPredictive Learning Modelsartificial intelligencemachine learningosteoporosis

Identifiers

PMID41597313
PMCPMC12843308

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.