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Record W4405781521 · doi:10.3389/fmats.2024.1549094

Editorial: Women in science: materials 2023

2025· editorial· en· W4405781521 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFrontiers in Materials · 2025
Typeeditorial
Languageen
FieldSocial Sciences
TopicCareer Development and Diversity
Canadian institutionsnot available
Fundersnot available
KeywordsEngineering ethicsEnvironmental scienceEngineering

Abstract

fetched live from OpenAlex

According to the fact sheet on the gender gap in science published by UNESCO’s Institute for Statistics (UIS) in February 2024 (UIS, 2024), women still account for a minority of the world’s researchers: overall, approximately one in three researchers are women. Taking into account all the data gathered by the UIS since 1996, representing 147 countries reporting on female researchers or research and development personnel in headcounts or full-time equivalents, the percentage of women researchers globally is 31.7% in 2021.Despite the growing demand for cross-nationally comparable statistics on women in STEM (science, technology, engineering, and mathematics), national data and their use in policymaking often remain limited. Over the past decade (2012 to 2021), 130 countries reported the share of women researchers in national science, technology and innovation systems. The shares of female researchers for 2021 by region are:• 31.7% for World (↗ up from 30.9% in 2011)• 49.6% for Central Asia (↗ up from 44.7% in 2011)• 44.4% for Latin America and the Caribbean (≈ slightly lower than 44.9% in 2011)• 41.1% for Arab States (↗ up from 37.7% in 2011)• 38.7% for Central and Eastern Europe (↘ down from 40.5% in 2011)• 33.9% in Western Europe (↗ up from 31.8% 2011)• 31.5% for Sub-Saharan Africa (↗ up from 29.1% in 2011)• 26.8% for East Asia and the Pacific (↗ up from 21.1% in 2011)• 25.9% in South and West Asia (≈ stable compared to 25.7% in 2011)• No regional value for North America (Canada and the USA do not report internationally comparable data on share of female researchers)These trends in regional and global averages, which should be considered as estimates, show that the evolution is slow, and that the scattering between regions remains high, the shares varying from single to double for example between the lowest (25.9%) and the highest (49.6%) observed values.As role models are important to show to younger generations the growing impact of female researchers to science, and continuing the spirit of the International Day of Women and Girls in Science, Frontiers in Materials has decided to offer a platform to bring into the spotlight, highlight the impact, and promote the contributions and research outcomes of female scientists from different parts of the world working in materials science and engineering.Following the first two editions (Bignozzi et al., 2021, Krawczak et al., 2023), this 3rd volume of the “Women in Science: Materials” article collection (Figure 1) gathers a selection of original articles with the lead author and/or corresponding author being a woman.Nine contributions (one perspective, one review and seven original research articles) present advances in theory, experiment, and methodology with applications to compelling problems, across different sections of the journal: Biomaterials and Bio-Inspired Materials: In a perspective paper, Danti and Berrettini have highlighted to what extent getting to nano can open new horizons for piezoelectric material-based cochlear implants. By combining nanostructured non-biodegradable biomaterials and an efficient surgical implantation based on tissue engineering approach, the envisioned piezoelectric device could be optimized in terms of reduced electric output and improved level of sensitivity. Foti et al. have proposed an innovative methodology for the effective removal of cetyltrimethylammonium bromide (CTAB), surfactant commonly used in the synthesis of gold nanorods (AuNR). The reported approach is based on a combination of ligand replacement and surface bioconjugation processes that efficiently removes CTAB and simultaneously functionalizes nanorods with hyaluronic acid (HA) to enhance their biocompatibility and introduce targeting capabilities toward cancer cells. Mellinas et al. have formulated and produced novel antioxidant/antifungal active films as promising alternatives to the traditional petrol-derived systems at the industrial scale. The developed films, produced by means of melt-blending followed by compression-moulding, are based on bio-polyethylene (BPE) added with Nutrabiol®T90 and Tocobiol®Plus natural extracts rich in tocopherols at different concentrations (1 and 3 wt%). The obtained films have been fully characterised in terms of barrier, mechanical, optical and functional properties. Environmental Degradation of Materials: Lors et al. have reviewed the progress made in the field of biodegradability of bio-based plastics based on polylactic acid (PLA). In particular, the main biodegradation mechanisms have been reviewed according to aerobic and anaerobic conditions, as well as the different microorganisms involved in the PLA degradation. Additionally, the analytical methods used to evaluate the PLA biodegradation have also been illustrated. Polymeric and Composite Materials: Yilmaz Attay and Bilgiç have developed new radar absorbing materials made of carbon nanotubes reinforced polymer composites to reduce the reflection of electromagnetic waves. In response to the issue of natural resource shortages in building and construction, Zambon and Lagardère have explored the potential for material valorization of shredded glass fiber / unsaturated polyester composites waste in mortar and concrete as a substitute to sand. Kayishaer et al. have investigated the electrodeposition of polyaniline films with an original focus on the modulation of the conductivity, capacitance and electroactivity of the films using surfactants of different polarity. Mechanics of Materials: Franzoni and Pizzigatti have investigated the performance of different repair mortars in terms of efficacy, compatibility and durability of an historic reinforced concrete floor slab in the context of 20th century architectural heritage conservation. Structural Materials: Hägg Mameng et al. have developed a practical tool consisting on building pitting engineering diagrams for stainless steel, considering several fundamental parameters, i.e. alloying composition of stainless steel, chloride ion, temperature, and the water system’s oxidation potential. This practical tool enables reliable stainless steel selection in presence of chloride-containing media at different temperatures and concentrations.The Guest Editorial team hopes that this collection of papers has highlighted the diversity of research being performed by women researchers working in materials science and engineering. The Guest editorial team also hopes for inspiring future collaborations involving more female principal investigators.Conflict of InterestThe authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.Author ContributionsAll authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.014
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.006
GPT teacher head0.266
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it