Evidence map›Paper›PMID 41975848›Full record

ArticleHealthcare (Basel, Switzerland)2026

Assessing the "Optimism-Knowledge Gap": An Exploratory Study of AI Awareness, Application, and Educational Needs Among a Sample of Italian Clinicians.

Alessandro Perrella, Pierpaolo di Micco, Ugo Trama, Pierino di Silverio, Ada Maffettone, Gaetano Piccinocchi, Francesca Futura Bernardi

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. 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

7 authors.

Alessandro PerrellaEmerging Infectious Disease and High Contagiousness Unit, P.O. D. Cotugno-AORN Ospedali dei Colli, 80131 Naples, Italy.ORCID 0000-0003-2812-8500
Pierpaolo di MiccoAFO Medicina, P.O. Santa Maria delle Grazie, 80076 Pozzuoli, Italy.ORCID 0000-0002-8484-4598
Ugo TramaCoordination of the Regional Health System, General Directorate for Health Protection, 80143 Naples, Italy.
Pierino di SilverioEmerging Infectious Disease and High Contagiousness Unit, P.O. D. Cotugno-AORN Ospedali dei Colli, 80131 Naples, Italy.
Ada MaffettoneInternal Medicine Unit, Ospeale San Luca, 84078 Vallo della Lucania, Italy.
Gaetano PiccinocchiCoordination SIMG, Campania Region, 50142 Florence, Italy.
Francesca Futura BernardiCoordination of the Regional Health System, General Directorate for Health Protection, 80143 Naples, Italy.ORCID 0000-0002-4851-4276

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceclinical competencedigital health literacygeneral practicehuman-in-the-loop

Identifiers

PMID41975848
PMCPMC13073766

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.