Evidence map›Paper›PMID 41994503›Full record

ReviewNational science review2026

Magnetic properties of molecules on surfaces studied with scanning probe methods.

Chao Li, Caimei Gong, Alexander Weismann, Fengqi Song, Yongfeng Wang, Richard Berndt

Abstract readReview
In one paragraph

Review in National science review, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

6 authors.

Chao LiInstitute of Atomic Manufacturing, Nanjing University, Nanjing 210089, China.
Caimei GongNanjing Institute of Atomic-Scale Manufacturing, Nanjing 211800, China.
Alexander WeismannInstitut für Experimentelle und Angewandte Physik, Christian-Albrechts-Universität, Kiel 24098, Germany.
Fengqi SongInstitute of Atomic Manufacturing, Nanjing University, Nanjing 210089, China.ORCID https://orcid.org/0000-0001-6266-6551
Yongfeng WangCenter for Carbon-Based Electronics and Key Laboratory for the Physics and Chemistry of Nanodevices, School of Electronics, Peking University, Beijing 100871, China.
Richard BerndtInstitut für Experimentelle und Angewandte Physik, Christian-Albrechts-Universität, Kiel 24098, Germany.ORCID https://orcid.org/0000-0003-1165-9065

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Magnetic molecules on surfaces provide atomically precise test beds for quantum magnetism and device concepts in spintronics and quantum information. Scanning probe techniques now resolve and control single-molecule spin states, their coupling to substrates and emergent many-body phenomena, including the Kondo effect and Yu-Shiba-Rusinov states. This review summarizes recent progress in combining molecular design, adsorption geometry and interfacial hybridization to create measurable spin anisotropy, excitations and correlations. We first recall the fundamentals of spin formation and surface-induced modifications, then survey key methodologies such as scanning tunneling microscopy, inelastic tunneling spectroscopy, pump-probe protocols, functionalized and superconducting tips, and magnetic exchange force microscopy. Case studies span single-ion magnets, metal-free Kondo-active molecules, molecular magnets on superconductors, and coupled spin architectures assembled by on-surface synthesis. Across these examples, we distill design rules for tuning exchange, anisotropy and charge transfer at the molecule-surface interface. We conclude with open challenges-reproducibility, room-temperature stability and multiscale theory-and outline opportunities in van der Waals integration, ultrafast spin dynamics and data-driven spectroscopy, charting a path from single-molecule experiments to programmable molecular spin devices.

Indexed as

molecular magnetismscanning tunneling microscopyspin–surface interactionYu–Shiba–Rusinov states

Identifiers

PMID41994503
PMCPMC13080938

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.