update

content/en/_index.md

@@ -17,7 +17,12 @@ blocks:
   copy: |-
     Do you need to [compare questionnaire items across studies](/compare-harmonise-instruments/gad-7-vs-beck-anxiety-inventory/)? Do you want to find the best match for a set of items? Are there are different versions of the same questionnaire floating around and you want to make sure [how compatible they are](/harmonisation-validation/patient-health-questionnaire-9-phq-9/)? Are the questionnaires [written in different languages](/psychology-ai-tool/harmony-many-languages/) that you would like to compare?
 
-    The Harmony project is a data harmonisation project that uses [Natural Language Processing](https://fastdatascience.com/guide-natural-language-processing-nlp/) to help researchers make better use of existing data from different studies by supporting them with the harmonisation of various measures and items used in different studies. Harmony is a collaboration project between [Ulster University](https://ulster.ac.uk/), [University College London](https://ucl.ac.uk/), the [Universidade Federal de Santa Maria](https://www.ufsm.br/), and [Fast Data Science](http://fastdatascience.com/).  Harmony is funded by [Wellcome](https://wellcome.org/) as part of the [Wellcome Data Prize in Mental Health](https://wellcome.org/grant-funding/schemes/wellcome-mental-health-data-prize).
+    The Harmony project is a data harmonisation project that uses [Natural Language Processing](https://fastdatascience.com/guide-natural-language-processing-nlp/) to help researchers make better use of existing data from different studies by supporting them with the harmonisation of various measures and items used in different studies. Harmony is a collaboration project between [Ulster University](https://ulster.ac.uk/), [University College London](https://ucl.ac.uk/), the [Universidade Federal de Santa Maria](https://www.ufsm.br/), and [Fast Data Science](http://fastdatascience.com/).  Harmony has been funded by the [Economic and Social Research Council (ESRC)](https://www.ukri.org/councils/esrc/) and by [Wellcome](https://wellcome.org/) as part of the [Wellcome Data Prize in Mental Health](https://wellcome.org/grant-funding/schemes/wellcome-mental-health-data-prize).
+    
+    In 2024, we published a paper validating Harmony on real world mental health data:
+    
+     1. McElroy, Wood, Bond, Mulvenna, Shevlin, Ploubidis, Scopel Hoffmann, Moltrecht, *[Using natural language processing to facilitate the harmonisation of mental health questionnaires: a validation study using real-world data](/ai-in-mental-health/bmc-psychiatry-paper/)*. BMC Psychiatry 24, 530 (2024).
+
  
   links:
   - heading: Contribute
@@ -192,7 +197,7 @@ blocks:
     Uniquely, Harmony relies on [Transformer neural network architectures](https://deepai.org/machine-learning-glossary-and-terms/transformer-neural-network) and is not dependent on a dictionary approach or word list. This allows for [multilingual data harmonisation](/psychology-ai-tool/harmony-many-languages/) (English and Portuguese are our languages of focus), and Harmony is able to correctly map the GAD-7 used in the UK to the [GAD-7 used in Brazil](https://pesquisa.bvsalud.org/portal/resource/pt/lil-788637), despite the Brazilian questionnaire being in Brazilian Portuguese.
 
     Using Harmony, our team was able to harmonise multilingual datasets and conduct groundbreaking research into social isolation and anxiety with NLP supplying a quantitative measure of the equivalence of the different mental health datasets.
-
+    
 - block: feature-4
   superheading: "**HARMONY**"
   heading: A global platform for contextual harmonisation, translation and cooperation in mental health research