DISCOURSEgroup @discourseinpsy
DISCOURSE in Psychosis is a global initiative aimed at studying the thought, language and communication disturbances in psychosis. Tag us to share your work! discourseinpsychosis.org Joined June 2021-
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Happy to see this work published with @lena_pl - Negative psychosis symptoms are detectable via speech spectrograms & CNNs. nature.com/articles/s4427… thanks to our support (for Gleb Melshin with @MachGaensslen & for me @BBRFoundation) using @discourseinpsy data.
This abstract is the first published report of linguistic markers of psychosis in Farsi based on autobiographical narrations collected from patients with schizophrenia in Rouzbeh Psychiatry Hospital, Tehran; ongoing collective efforts since 2020: doi.org/10.1016/j.biop…
When we are depressed, we not only have negative thoughts but also experience a muddled, disorganized thinking process. We propose some steps to make progress in understanding and reducing the burden of disorganization in #DepressionTreatment link.springer.com/article/10.100…
💡Don't miss the last #DISCOURSE seminar of the season! 🗓️March 7, 9-10 AM ET. 🗣️Two researchers will present their recent findings — details in the comments. @discourseinpsy Link: zoom.us/j/6317863737 #DISCOURSEconsortium #psychosis
*DISCOURSE IN PSYCHOSIS - March 7 @9AM* Join Valeria Lucarini & Sylvia Ciampelli for a new online event! *DISCOURSE IN PSYCHOSIS - 7 mars @9h* Participez au prochain séminaire en ligne avec Valeria Lucarini & Sylvia Ciampelli! More infos/Plus d'infos : douglas.research.mcgill.ca/event/valeria-…
💡Don't miss the first #DISCOURSE seminar of the season! 🗓️Feb 18, 7-8 AM ET. 🗣️The Desipher Lab will present on speech in clinical high-risk individuals in the ENTER study. @discourseinpsy Link: mcgill.zoom.us/my/lenapl #DISCOURSEconsortium #psychosis
douglas.research.mcgill.ca/offres_d_emplo… With $9.5M+ investment from @wellcometrust, we are setting out to study why disorganised speech/behaviour occur in #psychosis #bipolar & how to reverse it. Join us for this 7-country study with MEG+PET+MRI & communication remediation. @discourseinpsy
Reminder! Submit your abstracts for poster and oral presentations for our DISCOURSE Satellite Meeting by 2/14/25! @discourseinpsy forms.gle/nW5K9MGtBkqQeG…
Applying NLP and metaphor analysis to understand the subjective experience of physical restraint in psychiatric settings. Our new study, in collaboration with seven mental health services in Italy nature.com/articles/s4159… #NEPLab @IussPavia @SciReports @cbarattieri_eu @BScalingi
Please note that our Jan 17th seminar has been cancelled! We will reconvene Feb 18 at 7am ET with Prof. Kelly Diederen. @discourseinpsy
A great thing about @discourseinpsy is how exponential collaborations grow! Don't miss @AyesaRosa's talk if you are in Zagreb tomorrow!
💡 Don’t miss the last #DISCOURSE seminar of 2024! 🗓 Dec 13, 9-10 AM ET. 🗣 Dr. Einat Liebenthal will present on naturalistic approaches to assessing spoken language function and disfunction. @discourseinpsy Link: northwellhealth.zoom.us/j/6317863737 #DISCOURSEconsortium #psychosis
🧵 1/ Excited to share my latest #research Our paper, "Approximating the semantic space: word embedding techniques in psychiatric speech analysis", is now published in @schizjournal by @SpringerNature. Read it here: rdcu.be/d1ZeS
DISCOURSE Chronicle-November 2024 🗣️
I'm happy to share our Review article in @TrendsCognSci , "Cognitive Maps and Schizophrenia", synthesising evidence for representation-level abnormalities in the condition, and proposing directions for future work. sciencedirect.com/science/articl…
I’m excited to share our new, open-access paper published today in @NatMentHealth, “Latent mechanisms of language disorganization relate to specific dimensions of psychopathology”. nature.com/articles/s4422…
Our findings also extend previous work using NLP to characterize language incoherence in psychosis (@discourseinpsy) in a large, general population sample, thereby allowing for rigorous testing of the psychometric properties of different NLP measures.
New paper online! Congrats to Amir Nikzad, our PGY1 research track resident on his fantastic work. We explored the use of linguistic features derived from #NLP as objective markers of psychotherapeutic processes in #schizophrenia. doi.org/10.1111/eip.13… 1/5
Hello are there still psychosis researchers on Twitter? Can we ask you a few questions please? Please don’t make me move to Tiktok 😜
Hello are there still psychosis researchers on Twitter? Can we ask you a few questions please? Please don’t make me move to Tiktok 😜

Schizophrenia Interna... @SIRSGlobal
5K Followers 835 Following SIRS mission is to bring together researchers from across the world who work on schizophrenia and other related disorders
Rosa Ritunnano @RRitunnano
7K Followers 4K Following Philosophy & Mental Health: phenomenology, psychosis, delusion, meaning. Consultant Psychiatrist (EIP), Priestley PhD Scholar @IMH_UoB @unimelb. Own views.
Eric Tan, PhD @ericjtan
601 Followers 598 Following Senior Research Fellow @AgingMacc, National University of Singapore. @discourseinpsy Steering Committee member. @SIRSGlobal Board member. Views my own. 🇸🇬🇦🇺
Iris Sommer @IrisSommer4
2K Followers 2K Following Neuroscientist&psychiatrist. Night owl. Asian food lover.
Valentina Bambini @VBambini
2K Followers 2K Following Psycho/Neurolinguist at #NEPLab @IussPavia. In love with metaphors, pragmatics and neuropragmatics. PI #ERCCoG PROMENADE. Find me @valentinabambini.bsky.social
Riccardo Fusaroli @fusaroli
4K Followers 3K Following Social interactions & cognition, causal inference, cognitive modeling & machine learning, complex systems, language, neuropsychiatric conditions. He/They
Nev Jones PhD @viscidula
7K Followers 4K Following Faculty @PittSocialWork | #DisabledTwitter| Psychosis | Structural Equity I Decarceration | Democratizing Research| Reimagining Public Mental Health
Dr Tamsyn VanRheenen @TamsynVR
3K Followers 3K Following A/Prof @UniMelb | Head @MPSG_research @MNC_Psychiatry. Cognition | Emotion | Bipolar. Default parent. Coffee enthusiast. Free 🍉 @tamsynvr.bsky.social
Vasishta Polisetty @vasishtapoly
3K Followers 1K Following Clincial PhD - Psychosis Collective @TheCrick MD Psych, AIIMS, New Delhi #Psychiatry #Immunology #Neuroscience
Michael Spilka @weltschmerzzzzz
269 Followers 914 Following Scientist @winterlightlabs | PhD in Clinical Psychology | clinical neuropsychology | digital health tech | cognitive neuroscience | psychosis | tea snobbery
Professor Susan Ross @RossellSusan
3K Followers 3K Following Cognitive neuropsychologist. Senior NHMRC research fellow. see @CogNeuro_SUT for my lab
Alberto Parola @AlbertoParola2
347 Followers 714 Following Assistant Professor at @CST_UCPH | @interact_minds @Unito @GipsiGroup | @MSCActions Fellow| Pragmatics & mental disorders, NLP, speech analysis, Bayesian stats|
miguel perez @gasparchomsky
13 Followers 243 Following
Samyouwel @Samyouwel2
2 Followers 85 Following
Giovanni @jocant96
46 Followers 70 Following ..il mondo ammira chi sa risorgere dalle proprie ceneri.
nayanika sengupta @Nayanika_Psy
5 Followers 37 Following Clinical Psychologist Researcher @NIMHANS Research interest: Schizophrenia, Auditory hallucinations, EEG
Amir Hossein Nikzad @amirhnikzad
100 Followers 212 Following Research-Track Psychiatry Resident @ZHHPsychiatry @ZHHResearch
Aliye Canan Taslioglu... @acanants
397 Followers 1K Following PhD in Clinical Psychology, Alumni of @univienna and @sbuedutr
Kuldeep Kumar @kkumar_iitkgp
628 Followers 1K Following Postdoc, CHUSJ. Investigating the impact of genomic variants on human brain, and link to psychiatric risk. IIT-Engineer-ISRO-Neuro-Genetics. Data --- Pattern.
Yaseminh @olagannevrotik
139 Followers 511 Following
MSS @MssMsekulic
0 Followers 1 Following
Francesco Ponticelli @pataponti
1 Followers 88 Following
EPION @EPI_Ontario
16 Followers 181 Following Formerly @help4psychosis. Early Psychosis Intervention Ontario Network. We are EPI professionals + individuals & families who have experienced psychosis.
Gowtham Premananth @GowthamPrem1723
14 Followers 181 Following UMD ECE PhD student 💻 Cricket Enthusiast 🏏 Proud தமிழன்
MentalHealthApp0642 L... @MentalH50004608
351 Followers 3K Following #psychiatrist and #doctor of neuroscience (MD, PhD), developer of a #therapy #app to #recover from #schizophrenia: recovering from schizophrenia
YesAnd @yesandblog
360 Followers 946 Following ✨Name: Lisa✨ Equal-opportunity contrarian. Hopeful skeptic. Currently obsessed w/ everything mind/brain. Philosophically inclined (and degreed).
Judy 🌟 @toonieloo
523 Followers 438 Following
Melody Welshofer @MelodyWelshofer
6 Followers 409 Following
Joni Mihura @Joni_Mihura
51 Followers 51 Following
Dr Erin Richmond @_erinrichmond
359 Followers 340 Following Clinical Psychologist working in secure forensic mental health. 🏴. All views are my own.
Daria Smirnova @DariaSmirnovaMD
104 Followers 139 Following MD, PhD (Psychiatry), Head of the Institute of Mental Health (IMH), University "Reaviz"
@stefanbrugger.bsky.s... @double_0_stefan
941 Followers 3K Following Neuroscientist, psychiatrist. Extra-mature PhD student. Working on Bayesian models of vision, predictive coding, computational psychiatry
Pedro G. Lorencetti @PedroGLorencett
2 Followers 141 Following Brazilian Psychiatrist Laboratory of Integrative Neurosciences (LiNC - Unifesp) 4E Cognition Enthusiast Eternal Tennis Amauter
Maneesh Bilalpur @maneeshbilalpur
157 Followers 1K Following Trying to do good science centered on human communication. PhD student @ISPPitt. Prev @PlaymentHQ and alum @iiit_hyderabad
Lynsey Bilsland @lynsey_bilsland
2K Followers 1K Following Translation of research to health impact. Parkinson's UK Ventures. Ex-Wellcome. Neuroscientist and pharmacologist. Glaswegian. Views my own.
Dr. Holly F. Levin-As... @HFLA_PhD
819 Followers 341 Following Clinical *psychologist researching assessment and quant dimensional models of psychopathology. Ass't prof @UNTsocial.
Maria Stănică @andmarstan
558 Followers 544 Following Medical/Clinical Psychology PhD student @UABnews | psychosis + cerebellum + social cognition | B.A. Psychology @UCBerkeley | Romanian American | she/her
Paloma Reinoso-Vázqu... @PalomaReinosoMD
3K Followers 2K Following Child & Adolescent Psychiatrist | @UWSMPH TRIUMPH 🎓 | Peruana 🇵🇪 @LatinxInPsych | she/ella. views my own
Julio Montanez, MA @1stGenJRCM
920 Followers 2K Following Fight for others how you would want them to fight for you.
Kevin Jin @kevinwjin
43 Followers 229 Following PhD student @YaleCBB @YaleBIDS. I study mental health 🧠 with NLP 💬 and wearables⌚️. Previously @QBRC_UTSW @UT_Dallas @JohnsHopkins. 中文和日本語もOKです🇨🇳🇯🇵🇺🇸
Clara H. Whyte @ClaraHWhyte
885 Followers 6K Following Founder @PaideiaMundi - Using #philosophy, #psychology, #neuroscience, #ecology and #arts to understand the roots of #biophilia. Ahimsa. Animal Welfare. Yoga.
Peter Foltz @PeterWFoltz
70 Followers 126 Following Research Professor University of Colorado, Institute of Cognitive Science Executive Director, NSF National AI Institute for Student AI Teaming
Daniel Rivera @danielrivera_14
307 Followers 710 Following MD/PhD student @queensu studying digital interventions to improve youth mental health care
Naبeel Hassan (На�... @NabeelH51412
173 Followers 2K Following MPhil Applied Linguistics & Text Analytics, HSE 🇷🇺|Northener (From the mountains I came, to the mountains I shall return).
Schizophrenia Journal @schizjournal
618 Followers 157 Following Schizophrenia is a high-quality Springer Nature journal published in partnership with the Schizophrenia International Research Society (SIRS) @SIRSGlobal
Wolfram Hinzen @wolfram_hinzen
14 Followers 49 Following
Neguīn Zamānī @NeguinZamani
9 Followers 80 Following Research Project Coordinator, MSc Psychiatry Mental Health | Implementation Science | Service & Policy Evaluation
Rieke Roxanne Mülfar... @rrmuelfarth
5 Followers 41 Following PhD student at #universityofmarburg interested in linguistics, NLP & transdiagnostic research of psychopathology
Sabrina Ribeiro @papo_paliativo
2K Followers 808 Following EM/ICM/Pall Care doc ♐️ feminista, do SUS. Por lutar pela saúde: #forabolsonaro Insta @papopaliativo podcast Papo Paliativo
TRUSTING EU Project @Trusting_EU
35 Followers 35 Following TRUSTING - An #EU Horizon project, funded by the European Commission, aiming to help patients with psychotic conditions via #AI monitoring systems.
Pablo del Olmo @pdelolmoencabo
3 Followers 29 Following Investigador predoctoral becado por Fundación la Caixa | Fundación FIDMAG | Lenguaje en esquizofrenia
Yunlai Gui @Guiyunlai
50 Followers 142 Following Lab Manager @ParkLab2 Vanderbilt|@nyuniversity 23’ B.A. | Incoming Doctoral Student in the Clinical-Community Psychology Program @Psychillinois
Aty Arumuham @AtheeshaanA
0 Followers 381 Following
Schizophrenia Interna... @SIRSGlobal
5K Followers 835 Following SIRS mission is to bring together researchers from across the world who work on schizophrenia and other related disorders
Rosa Ritunnano @RRitunnano
7K Followers 4K Following Philosophy & Mental Health: phenomenology, psychosis, delusion, meaning. Consultant Psychiatrist (EIP), Priestley PhD Scholar @IMH_UoB @unimelb. Own views.
Eric Tan, PhD @ericjtan
601 Followers 598 Following Senior Research Fellow @AgingMacc, National University of Singapore. @discourseinpsy Steering Committee member. @SIRSGlobal Board member. Views my own. 🇸🇬🇦🇺
Iris Sommer @IrisSommer4
2K Followers 2K Following Neuroscientist&psychiatrist. Night owl. Asian food lover.
Valentina Bambini @VBambini
2K Followers 2K Following Psycho/Neurolinguist at #NEPLab @IussPavia. In love with metaphors, pragmatics and neuropragmatics. PI #ERCCoG PROMENADE. Find me @valentinabambini.bsky.social
Mittal ADAPT Lab @AdaptProg
918 Followers 665 Following ADAPT focuses on development, risk factors and interventions for psychosis. PI Vijay Mittal is a Professor and Chair of Northwestern’s Dept of Psychology.
Riccardo Fusaroli @fusaroli
4K Followers 3K Following Social interactions & cognition, causal inference, cognitive modeling & machine learning, complex systems, language, neuropsychiatric conditions. He/They
Luiz Pessoa @PessoaBrain
45K Followers 1K Following Neuroscientist interested in cognitive-emotional brain Author of The Entangled Brain (MIT Press); The Cogitive-Emotional Brain Neuroscience & Philosophy Salon
Michael Spilka @weltschmerzzzzz
269 Followers 914 Following Scientist @winterlightlabs | PhD in Clinical Psychology | clinical neuropsychology | digital health tech | cognitive neuroscience | psychosis | tea snobbery
Professor Susan Ross @RossellSusan
3K Followers 3K Following Cognitive neuropsychologist. Senior NHMRC research fellow. see @CogNeuro_SUT for my lab
Alberto Parola @AlbertoParola2
347 Followers 714 Following Assistant Professor at @CST_UCPH | @interact_minds @Unito @GipsiGroup | @MSCActions Fellow| Pragmatics & mental disorders, NLP, speech analysis, Bayesian stats|
Wellcome @wellcometrust
210K Followers 2K Following Supporting research to transform life, health and wellbeing. We’re taking on three urgent health challenges: mental health, climate change & infectious disease.
Mohamady El-Gaby @GabyMohamady
1K Followers 658 Following Neuroscientist curious about the mechanisms behind the mind: https://t.co/ZdxBDeUvZh
Amir Hossein Nikzad @amirhnikzad
100 Followers 212 Following Research-Track Psychiatry Resident @ZHHPsychiatry @ZHHResearch
Kuldeep Kumar @kkumar_iitkgp
628 Followers 1K Following Postdoc, CHUSJ. Investigating the impact of genomic variants on human brain, and link to psychiatric risk. IIT-Engineer-ISRO-Neuro-Genetics. Data --- Pattern.
@stefanbrugger.bsky.s... @double_0_stefan
941 Followers 3K Following Neuroscientist, psychiatrist. Extra-mature PhD student. Working on Bayesian models of vision, predictive coding, computational psychiatry
Prof. Asli Ozyurek @o... @ozyurek_a
6K Followers 3K Following Director @MPİ_NL Multimodal Language Dept . 👉🏽👉🏽this account is not ACTIVE please follow me @asliozyurek.bsky.social and Linkedin🇫🇷🇹🇷
Douglas Research Cent... @DouglasResearch
2K Followers 716 Following The Douglas Research Centre, Leader in Mental Health Research.
Horacio Andrés @chincol_perdido
388 Followers 1K Following Metodologías cualitativas, estudios sociales del discurso Fan de Belle and Sebastian #FirstGen
Jibran Khokhar @DrJKhokhar
11K Followers 5K Following @queensu/@UofT/@Dartmouth→@UofG→Associate Professor and CRC (Tier II) in Translational Neuropsychopharmacology @WesternU @SchulichMedDent @westernuACB
Prof Linda Gask @suzypuss
8K Followers 3K Following Author, semi-retired academic psychiatrist. ‘Be more cat’ agent: @litagencygmc BlueSky @suzypuss.bsky.social
Vitor Zimmerer @Vit_Zim
316 Followers 186 Following Researches and teaches (clinical) language and cognition at UCL. Views are my own. Healthier platform @vitzim.bsky.social
Peter Bandettini @fMRI_today
11K Followers 734 Following Notes on functional MRI and related topics.
Liina Pylkkanen @liinapy
3K Followers 1K Following Prof. of Linguistics & Psychology at NYU Director of the NYU Neurolinguistics Lab; IG @nellab_nyu & @tribecamorningrunner; @liinapy.bsky.social she/her
Kate Humphreys (she/h... @K_L_Humphreys
6K Followers 3K Following Psychologist @VanderbiltU studying 🧠s, development, caregiving, psychopathology, & interventions. Mom x3. #BLM. opinions&typos=mine.
Sylvain Baillet 🕊�... @sylvain_baillet
5K Followers 888 Following T1-CRC Chair, Neural Dynamics of Brain Systems @TheNeuro_MNI / Associate Dean (Research) @McGillMed @McGillU / Past-Chair @OHBM
Iain Campbell, Ph.D. @IainCampbellPhD
7K Followers 811 Following Pursuit of Truth. Service to Patients. Baszucki Research Fellow in Metabolic Psychiatry. University of Edinburgh. Contact: [email protected]
Lynsey Bilsland @lynsey_bilsland
2K Followers 1K Following Translation of research to health impact. Parkinson's UK Ventures. Ex-Wellcome. Neuroscientist and pharmacologist. Glaswegian. Views my own.
Dr. Holly F. Levin-As... @HFLA_PhD
819 Followers 341 Following Clinical *psychologist researching assessment and quant dimensional models of psychopathology. Ass't prof @UNTsocial.
Maria Stănică @andmarstan
558 Followers 544 Following Medical/Clinical Psychology PhD student @UABnews | psychosis + cerebellum + social cognition | B.A. Psychology @UCBerkeley | Romanian American | she/her
Dani S. Bassett @DaniSBassett
13K Followers 1K Following Professor, University of Pennsylvania, & Santa Fe Institute. Author of Curious Minds: The Power of Connection (MIT Press). | 🏳️🌈 they/them.
Ian Kelleher @IanKelleherMD
3K Followers 1K Following Chair of Child & Adolescent Psychiatry @EdinburghUni | Academy of Medical Sciences Professor @AcMedSci | Adjunct Prof @UCDdublin & @UniOulu | NHS Consultant
Paola Dazzan @paola_DZN
3K Followers 2K Following Psychiatrist @KingsIoPPN. Interested in #psychosis #perinatal psychiatry, #diversityandinclusion, President @SIRSGlobal. Runner, traveller and sea lover.
Yunlai Gui @Guiyunlai
50 Followers 142 Following Lab Manager @ParkLab2 Vanderbilt|@nyuniversity 23’ B.A. | Incoming Doctoral Student in the Clinical-Community Psychology Program @Psychillinois
Micah G. Allen @micahgallen
23K Followers 4K Following Prof. of Computational Neuroscience @AUclinical, PI @visceral_mind - research on interoception, metacognition, & brain-body interaction.
Kevin Jin @kevinwjin
43 Followers 229 Following PhD student @YaleCBB @YaleBIDS. I study mental health 🧠 with NLP 💬 and wearables⌚️. Previously @QBRC_UTSW @UT_Dallas @JohnsHopkins. 中文和日本語もOKです🇨🇳🇯🇵🇺🇸
Valeria Lucarini @valliluc
87 Followers 238 Following Psychiatrist Inserm U1266, Université de Paris Research on linguistic, bodily and psychopathological markers for the prediction and prevention of psychosis
Nenchev @Ivan_Nenchev
68 Followers 476 Following Digital clinician scientist working on linguistic markers of schizophrenia
Carlos Martínez @cmarase
126 Followers 351 Following
Early Intervention in... @EPI_Canada
1K Followers 1K Following The Canadian Consortium for Early Intervention in Psychosis is an organization of clinicians and researchers who are associated with #earlypsychosis programs.
Schizophrenia Journal @schizjournal
618 Followers 157 Following Schizophrenia is a high-quality Springer Nature journal published in partnership with the Schizophrenia International Research Society (SIRS) @SIRSGlobal
Western BrainsCAN @Brains_CAN
3K Followers 527 Following Cognitive neuroscience research initiative @WesternU. Transforming brain research in Canada and around the world. Canada First Research Excellence Fund (CFREF)
Wolfram Hinzen @wolfram_hinzen
14 Followers 49 Following
Kate Nation @ReadOxford
6K Followers 856 Following Professor Kate Nation at The University of Oxford. Researching all things reading, especially how children learn to read.
Matthew Nour @Matt_Nour
1K Followers 3K Following MD PhD | NIHR Clinical Lecturer in Psychiatry Cog Neuro | Computational Psychiatry | NeuroAI @OxPsychiatry @OxNeuro @MPC_CompPsych @WCHN 🦋
Julianna Oláh @JuliannaOlh1
90 Followers 270 Following Co-Founder & CTO of Psyrin. Working on AI models to detect mental illness from speech.
Lorna Staines @LornaStaines
431 Followers 601 Following Postdoc on Implementation of social media for mental health education @VistaApro in RCSI Research: psychotic experiences & public mental health
Leily Behbehani @ukeleily
215 Followers 161 Following Clinical Psychology PhD student @ccslabyale. Prior Research Assistant @zhhresearch. Haverford College ‘21.
Brittany Wolff, Ph.D. @NeuroBrittany
1K Followers 154 Following Clinical Neuropsychology Fellow @UCLA #Psychosis #Bipolar #Epilepsy #Siblings | Co-Chair @TheAACN Disruptive Technology Initiative | Views my own.
Varsha Singh @VsPsych
2K Followers 5K Following Alum:Fergusson,SPPU,IITB. Professor@IITD Interests: cognition-affect, decisions, mind-brain, PFC/exe. control, sex diff. PI, mom, mostly sharing pics of trees
Eduardo Capote @capoteedu
812 Followers 2K Following Ph.D Ciencias Sociales. Médico Psiquiatra Psicoterapeuta. Magister Edu. Invest. Prof. Titular Univ. de Carabobo. Prof Medicina Legal Psiquiatria
Caroline Nettekoven �... @carobellum
1K Followers 2K Following ✨Cerebellum✨ Neuroimaging, Brain Stimulation, ML Wellcome Fellow @UniofOxford 🔬Postdoc @WesternU & @Cambridge_Uni 🎓PhD Oxford @carobellum.bsky.social
Alban Voppel @AVoppel
55 Followers 35 Following Postdoc in psychiatry, NLP & Machine learning. Douglas, McGill