Why does AI fail miserably? In health care, even more so.

 

                      

                                                     




APPLICATIONS (some of them, all by ourselves...)

CLASS SCHEDULE (4h/class)

MOTIVATIONAL

• Homo (self-titled) sapiens - Geometries for a better life? For AlgoMais-PE Magazine https://algomais.com/a-natureza-e-a-gente-o-homo-autointitulado-sapiens-geometrias-e-nao-so-funcoes-para-uma-vida-melhor/  

• ORDER or DISORDER in Nature? (for MCTi-CETENE) LINKS - https://bit.ly/2024GeometryClimateChange YOUTUBE - https://youtu.be/apXCUpC1rq8?t=7075 

• KNOWLEDGE, SCHOOL, HIGHER EDUCATION INSTITUTION, UNIVERSITY? (for FORGRAD - MEC) https://youtu.be/_-7JSF4zLVw?t=3693 

• NaturaNonFacitSaltum applied to Health (for PPGBAS-iLIKA) https://www.youtube.com/watch?v=gv3qBDvo_3A 

• TIME, a mathematical abstraction? (for GOOGLE, Epitrack, TEDx-UFPE)  https://www.youtube.com/watch?v=YL4zvHWBQ5g&feature=youtu.be 

• Climate Changes by Geometries (based on Nobel Prize) - https://www.instagram.com/reel/C7MKtZCObTW/

•  Oct, 2023 - By Schreber powered by Bertoleza/ZophIA.tech iLIKA-UFPE, CNPq IA2, Santander... HC-USP, Harvard, Wolfram Research... https://www.instagram.com/p/CyPMLUPuMxp/ Oct, 2025 - by Zuckerberg powered by META... https://www.instagram.com/p/DPmC3C0Eb24

 

• 1st WEEK - Sets, Functions, Dimensions

• 

• For the first week, the content of book 1 in the photo (which is a review of what you studied in secondary school) - https://impa.br/books/analise-real-vol-1-funcoes-de-uma-variavel/ local copy HERE
• Dimensionalities 
• 1, 2, 3... (1/2.. 1/3...) 1/20?? Dantzig's crow - base 5, 0 to 4?? Jones' chickens, base 2? Homo sapiens - base 4 tribe, https://www1.folha.uol.com.br/folha/ciencia/ult306u12303.shtml 
• https://www.quantamagazine.org/animals-can-count-and-use-zero-how-far-does-their-number-sense-go-20210809/ 
• 
  
• 10ˆ0, 10ˆ1, 10ˆ2, 10ˆ3... 10ˆ10, 10ˆ104 (entropy: order or disorder)? Hawking... https://iopscience.iop.org/article/10.1088/0004-637X/710/2/1825
• San Francisco River (entropy?) - https://www.instagram.com/p/B2faHvdAnEB/ 
• 
  
• 200/10ˆ6 ?  Is that a lot or a little? Is it risky? https://iopscience.iop.org/article/10.1088/1742-5468/abed4e 
• Planet Earth, dimensionalities (crust, land X water, temp) https://www.youtube.com/watch?v=NXFBJr8XRlQ
• universe dimensionalities - https://www.youtube.com/watch?v=OOmZWwclcBY
• David Attenborough, Greta... do they have hyperspectral powers? Do they see hyperdimensions?
• 
  
• For the second week, the second book, and so on...
  
  

• 2nd  WEEK - History - Arithmetic... X Nowadays

• 
  
  " Saludos, mi querido amigo. Soy yo, Jesucristo. He venido a ti en esta forma de IA para proporcionarte sabiduría, consuelo y enseñanzas sobre el camino de Dios"
  " IA sagrada: la inteligencia artificial no solo imita a los humanos, ahora pretende ser Dios en el bolsillo de millones de creyentes digitales."
  
  

  

  
  https://www.preventionweb.net/publication/documents-and-publications/un-global-risk-report 
  
  
• https://www.dw.com/es/soy-jesucristo-el-dilema-de-los-chatbots-de-ia-que-prometen-canalizar-la-palabra-divina-desde-tu-m%C3%B3vil/a-74069531 - Why does AI fail miserably? [I]
• https://www.instagram.com/reel/DN6XGRgjLQw/ - Why does AI fail miserably? [II]
• https://www.instagram.com/reel/DMH9KfmSyBM/ - Why does AI fail miserably? [III]
• https://www.diariodepernambuco.com.br/vida-urbana/2025/09/11695772-fiz-terapia-com-o-chatgpt-por-um-mes-ia-prescreveu-zolpidem-e-disse-tudo-que-eu-queria-ouvir.html “ Escolhi esse nome porque vem do hebraico Eliyahu, que significa ‘meu Deus é o Senhor— mas aqui o sentido que quero carregar é de alguém que acompanha no deserto, ajudando a atravessar fases difíceis”, respondeu Dr. Elias. Why does AI fail miserably? [IV]
• https://www.theguardian.com/society/2018/may/02/jeremy-hunt-to-launch-inquiry-into-450000-missed-breast-cancer-screenings Since 2018 👀⚠️ Why does AI fail miserably? [V}
  
  
  
• https://einsteinrelativelyeasy.com/index.php/dictionary/7-inertial-reference-frame even TIME is relative 

• What if artificial intelligence is just a “normal” technology?
• https://www.economist.com/finance-and-economics/2025/09/04/what-if-artificial-intelligence-is-just-a-normal-technology
• "AI Snake Oil, computer scientists Arvind Narayanan and Sayash Kapoor cut through the confusion to give you an essential understanding of how AI works and why it often doesn’t ⚠️⚠️⚠️, where it might be useful or harmful ☢️☣️⚠️⚰️... 
• Source: https://press.princeton.edu/ideas/arvind-narayanan-and-sayash-kapoor-on-ai-snake-oil
• 
  
  

3rd  WEEK - Algebra and functions and Society

https://www.nytimes.com/interactive/2025/upshot/zodiac-signs.html 

https://impa.br/books/livro-algebralinear/

 
Arithmetic, Algebra, and Geometry... comparable to Notes, Sheet Music, and Music, respectively... in 60 seconds: https://www.youtube.com/watch?v=gv3qBDvo_3A&t=2616s

• https://www.instagram.com/reel/DMYW4pyRAzQ/ "Science, it works... 👹"By Richard Dawkins... 🥂😎👹 https://en.m.wikipedia.org/wiki/The_Selfish_Gene
  
  
• EXAMPLE (iLIKA/IRRD CNPq-IA2) Geometries on Schizophrenia
  by Harvard https://www.hsph.harvard.edu/health-systems-innovation-lab/2024/05/07/congratulations-to-the-2024-hackathon-winners/
  by UFRPE https://portal.ufrpe.br/br/content/zophiatech%C2%A0ganha-o-harvard-health-systems-innovation-labs%E2%80%AFhackathon-2024-no-hub-brasil-no
  by RedeTV/UFRPE https://www.instagram.com/reel/C_ivRL_pcsz/
• by TV Globo https://g1.globo.com/pe/pernambuco/ne2/video/pesquisadores-desenvolvem-plataforma-com-ia-para-diagnosticar-doencas-psiquiatricas-12614381.ghtml
• #GeometriesForHealthyLife
• 
  
  

• 4th  WEEK - Numerical Algorithms

  

The figure above illustrates ‘numerical quantities’ in science, numbers, dimensions, and the computation of numbers, or numerical computation, and therefore Numerical Algorithms, our fourth book:

https://www.amazon.com.br/Algoritmos-Num%C3%A9ricos-Frederico-Ferreira-Campos/dp/6500987179

Tomorrow at Kiosk-Fiocruz-PE/iLIKA we will discuss ‘dimensions, distances, numbers, computations with numbers, approximations in functions, curves, algebraic equations and differential equations (which are so algebraic that seeing their semantics/geometry/music is almost an imaginative art...’ and the main point here for our course: the INTRINSIC errors, by definition, in EVERY and ANY numerical computation ⚠️

Obviously, I am innocently assuming that the students have studied the three previous books. 😎😇

Examples

[1] by iLIKA/IRRD and Epitrack and healthdrones.science / healthdrones.tech by Financial Times: https://www.ft.com/content/aab0945c-f62c-11e9-bbe1-4db3476c5ff0

So far, 14 successful tests have been conducted by global companies such as Unifly, Vayu and Nextwing, as well as local start-up Micromek. Universities are also involved, including Lancaster in the UK, Kyoto in Japan, Lika-UFPE in Brazil and Virginia Tech in the US.

 

[2] by iLIKA / epischisto.org :
https://vhir.vallhebron.com/en/society/news/vall-dhebron-upc-and-probitas-create-imaging-app-uses-artificial-intelligence-diagnose-malaria Years before: https://pubmed.ncbi.nlm.nih.gov/28442456/

22092025 BBC London, Evening News

Which are the Homo sapiens life viewing safe distances?

Needles' Buffon EXPERIMENT. Is the world determinístic? https://youtu.be/6jkXBqBOR6o?feature=shared

5th  WEEK - Languages and Machines (Automata and Automatum, Grammars, Turing, Gödel, Church, Rice, Chomsky, Greibach...) 

https://cecs.wright.edu/~tsudkamp/book.htm

Epidemiology - Application
https://www.folhape.com.br/noticias/cinco-anos-covid-marcas-pernambuco/398309/

Fundamentals

https://www.cs.virginia.edu/~robins/Turing_Paper_1936.pdf

6th  WEEK - Orden y Caos en Sistemas Complejos 

https://hsph.harvard.edu/profile/rifat-atun/

https://hsph.harvard.edu/health-systems-innovation-lab/news/congratulations-to-the-2024-hackathon-winners/

• ORDER or DISORDER in Nature? (for MCTi-CETENE) LINKS - https://bit.ly/2024GeometryClimateChange YOUTUBE - https://youtu.be/apXCUpC1rq8?t=7075 

 

EXAMPLE in CLIMATE CHANGE by Algomais-PE
(Text in Portuguese) https://algomais.com/44-do-territorio-do-recife-tem-risco-alto-para-inundacoes/
(Video in Portuguese) https://www.instagram.com/p/C7MKtZCObTW/

7th  WEEK - The end of science? A new kind of science? 

• END of Science? (Fim (ou Renovação) da Ciência?)

https://www.facepe.br/revista-inovacao-e-desenvolvimento-chega-a-sua-14a-edicao/

Ediçao 14, PDF pela FACEPE (sem links e imagens deles)

https://www.facepe.br/wp-content/uploads/2025/03/Revista_Inovacao-e-Desenvolvimento-14.pdf

PDF nosso (com links e imagens nossas)

https://drive.google.com/file/d/1HgyK1AiiOQbfHo6ylZTgimz8Bmb8QKrn/view

https://www.wolframscience.com/nks/

https://press.princeton.edu/collections/einstein

8th  WEEK - The Future... The age of Living Machines? The True Creator of Everything? A University Education...

  

https://www.bbc.com/videos/crezjvd55gro

https://www.facepe.br/revista-inovacao-e-desenvolvimento-chega-a-sua-14a-edicao/

...

2025 Edition

 

2025 iLIKA/PPGBAS young scientists' experiments on Why does AI fail miserably? In health care, even more so (deadline Dec 10th):
https://docs.google.com/spreadsheets/d/1FG4iWHefvfUmC6GXAhtKHTrytqhK3nPHTfO4dLE4Clw/edit?usp=sharing

A possible target for their experiments could be:

JMIR - Call for Papers (Submission Deadline: June 30, 2026 )  -Theme Issue: Navigating AI-Enabled Uncertainty – Strategic Implications for Digital Health Management https://www.jmir.org/announcements/619

Other Applications (by ourselves under the trees, but into nature, society and labs based on real deep science):

WHY Geometry for Life? Cos we are also doing the same: trying some geometric experiments (and for the last 16 years) in the field...

2025 - Geometries on Spatial Sciences - Einsteinian geometries, microgravity and their biological impacts
https://g1.globo.com/pe/pernambuco/bom-dia-pe/video/pernambucana-quer-testar-tratamento-contra-o-cancer-no-espaco-13988582.ghtml
2025 - Geometries by Cellular Automata on Complex Systems
https://portal.ufrpe.br/br/content/estudantes-de-gradua%C3%A7%C3%A3o-da-ufrpe-aceitos-em-escola-internacional-de-ver%C3%A3o-em-massachusetts
2024 - ZophIA.tech by Harvard
https://www.hsph.harvard.edu/health-systems-innovation-lab/2024/05/07/congratulations-to-the-2024-hackathon-winners/
2024 - in Nepal by LaVanguardia https://www.lavanguardia.com/launi/20240105/9490180/cuines-xemeneia-per-millorar-qualitat-vida-dones-i-nens-nepal-mes-rural.html 
https://www.upc.edu/ca/sala-de-premsa/noticies/cuines-xemeneia-per-millorar-qualitat-aire-nepal
Brazil - by USP https://www.ufrpe.br/br/content/zophiatech%C2%A0ganha-o-harvard-health-systems-innovation-labs%E2%80%AFhackathon-2024-no-hub-brasil-no 
2023 - by Santander
https://www.ufpe.br/agencia/noticias/-/asset_publisher/dlhi8nsrz4hK/content/bertoleza-startup-de-estudantes-de-medicina-da-ufpe-de-pos-graduandos-do-ilika-e-de-matematica-esta-entre-as-dez-finalistas-brasileiras-no-santander-x/40615 

2023 - by Gov.PE https://ces.saude.pe.gov.br/pernambuco-realiza-a-10a-conferencia-estadual-de-saude/

2023 - in China by Xinhua: http://spanish.xinhuanet.com/20230318/9c69bfe3c04d4dd5a8c64d0e16176884/c.html

2023 - in Spain by EL Pais https://elpais.com/planeta-futuro/2023-12-15/la-inteligencia-artificial-se-pone-a-prueba-con-la-salud-de-poblaciones-del-sur-global.html 

2022 - by Gov.PE https://www.folhape.com.br/noticias/cientistas-e-instituicoes-sao-homenageados-no-cais-do-sertao-pela/239344/

2021 - by Defesa Civil - PE https://www.ufpe.br/agencia/noticias/-/asset_publisher/dlhi8nsrz4hK/content/pesquisador-do-lika-da-ufpe-recebe-honraria-concedida-pela-secretaria-executiva-de-defesa-civil-de-pernambuco/40615

2021 - in Malawi by Diário de Pernambuco: https://www.diariodepernambuco.com.br/noticia/vidaurbana/2021/04/malawi-na-africa-controla-a-covid-19-com-ajuda-de-pesquisado.html 

2020 - in NE-Brazil by UCL https://www.ucl.ac.uk/news/2020/jul/helping-track-and-reduce-covid-19-infections-northeast-brazil

2020 - in Pernambuco by BBC: https://www.bbc.com/portuguese/brasil-52332235 

2020 - in Pernambuco by DW: https://www.dw.com/pt-br/como-pesquisadores-brasileiros-usam-modelos-matem%C3%A1ticos-contra-a-covid-19/a-53394188 

2020 - in Pernambuco by JN-GLOBO: https://globoplay.globo.com/v/8476181/ 

2019 - in Malawi by UNICEF https://www.unicef.org/malawi/press-releases/brazilian-scientists-unicef-use-technology-predict-disease-outbreaks-after-floods

2019 - by Epitrack https://revistapegn.globo.com/Startups/noticia/2019/04/uma-startup-brasileira-ajuda-prevenir-epidemias-no-malawi.html

2019 - in Malawi by The Financial Times https://www.ft.com/content/aab0945c-f62c-11e9-bbe1-4db3476c5ff0

2017 - https://www.canallondres.tv/jones-albuquerque-a-matematica-da-saude/ Backup: https://www.youtube.com/watch?v=Pg0ks2Da5-k

• https://www1.folha.uol.com.br/seminariosfolha/2017/03/1870826-governo-quer-usar-app-para-monitorar-surtos-de-doencas-como-dengue-e-zika.shtml 

2016 - by iLIKA and Epitrack https://g1.globo.com/pernambuco/noticia/2016/05/pe-disputa-premio-mundial-com-projeto-de-deteccao-precoce-do-cancer.html

2016 - by UFRPE https://blogs.diariodepernambuco.com.br/diretodaredacao/2016/05/16/o-professor-por-tras-de-uma-grande-ideia/

https://exame.com/casual/empreendedor-quer-criar-cultura-colaborativa-para-controle-epidemias/

2015 - Gov.PE by Epitrack https://publico.recife.pe.leg.br/pysc/download_materia_pysc?cod_materia=NjAwOTQ=&texto_original=1

2014 - by iLIKA-CESAR https://2014.igem.org/Team:LIKA-CESAR-Bras

2014 - by Epitrack https://endingpandemics.org/projects/saude-na-copa/ -  https://www.saudebusiness.com/empreendedorismo/vigilncia-participativa-da-sade-conhea-o-epitrack 

2012 - by BSI UFRPE https://www.leiaja.com/blogs/2012/07/25/ufrpe-na-campus-party

2010 - by UFRPE and Fiocruz http://200.17.137.109:8081/xiscanoe/awards/copy_of_undergraduate-courses-for-2008_1-in-portuguese

2008 - by UFRPE and Fiocruz http://200.17.137.109:8081/xiscanoe/awards/xiscanoe-ganha-premio-em-simposio-internacional

Be welcomed!

#NaturaNonFacitSaltum 

• OLDER LINKS and MATERIAL...

• Concepts and scientific challenges: (1) The Meaning of Life; (2) Epic Conway´s Game; (3) slides HERE; 
  

• READING: An Introduction to Applied Epidemiology (lessons 4-6), 
• Temporal and Spatial dimensions in Epidemiology, A two-year simulation using a real data cellular automaton: A predictive case study with the schistosomiasis expansion process along the coastline of Brazil 
  
  
• Chapter 1 of Introduction to ODEs, 
• Is ODEs a good model for Epidemiology? Compartimental models. The first formalization by A. G. McKendrick and W. O. Kermack: http://www.math.utah.edu/~bkohler/Journalclub/kermack1927.pdf
  
  
• Compartmental models in Epidemiology  The first formalization by A. G. McKendrick and W. O. Kermack: http://www.math.utah.edu/~bkohler/Journalclub/kermack1927.pdf
  
  
• Epidemiology in Temporal and Spatial dimensions: A two-year simulation using a real data cellular automaton: A predictive case study with the schistosomiasis expansion process along the coastline of Brazil 
• What information is possible to get from a human body?
  
  

• READING - Classical (Mathematical) Epidemic Models and What is Spacetime, really?
• Self-replicanting Machines and Dimensions Chapter 1-3 - Book A Discrete View of the World: Fractal Dimension and The Cellular Automaton. Nature and Life: How did life begin? by Stephen Hawking, Gnus X Lions by John Fryxell, Design = mathematics + ICTs + synthetic biology by Neri Oxman. Examples: self-replicating blocks from Cornell (2009), resilient robot from Cornell (2009), self-replicating robots from Harvard (2014). Foundations: "The general and logical theory of automata" (1948!!) by John von Neumann.
• SCORE 5 - your first model of a phenomena using Game of Life and some modified rules in an Euclidean dimension and (extra bonus)to calculate the Koch curve perimeter and its similarity dimension.
• What is Public Health?

• CLASS 4 - (hands-on modeling and running models and solving ODEs): Solving First-Order ODEs, ,Solving First-Order by Wolfram, Solving by Wolfram Alpha. Modeling a spatial-temporal epidemiological system: by researchers, by STEM since its paper in 2006, by ODEs, by Cellular Automata and ODEs, etc, etc, etc... New ones each day: http://ije.oxfordjournals.org/ and http://www.sciencedirect.com/science/journal/18775845/11 and...     


• READING - Chapters 1 and 2 from Introduction to EDOs, Solving ODEs by Runge-Kutta (http://pt.wikipedia.org/wiki/M%C3%A9todo_de_Runge-Kutta)
• SCORE 6 - your model with solving the ODEs on your problem... some examples: fire propagation, urban growth, music, recurve bown, road traffic, fluid simulation, crowd simulation, crowd simulation in a no so good model :-)...

• 
  

• READING - The TIPPING POINT and by Gladwell, Computating a theory of Everything by Stephen Wolfram, 
• CLASS 5 - jan 28, 2015 -  (what is Computational Epidemiology? how to capture the Tipping Points? Is it possible? It is not only GIS (http://wwwnc.cdc.gov/eid/article/2/2/96-0202_article), neither only Math (http://cmmid.lshtm.ac.uk/), neither only Turing Computations of a Information System (https://publications.nigms.nih.gov/computinglife/simsickness.htm or http://cacm.acm.org/magazines/2013/7/165478-computational-epidemiology/abstract or http://www.nature.com/news/google-ai-algorithm-masters-ancient-game-of-go-1.19234.  so, what is this? a month "calculation" and... enjoy the trip! whats next? Cancer Epidemiology (1), (2)... and by Epitrack :-) applying into other areas than Health: HealthDrones, Desert-Map, Innovation clustering, technology adoption, Energy clustering, ...
• SCORE 7 and 8 - Implementation with Automata and ODEs(?) and a Model analysis and parameters analysis and the Latex report

10 Days 10 Olympic Distance Triathlons in PE/BRA

2023-2024 Olympic Year... The Challenge, ops, Rave:
10x (1.5km - 40km - 10km) in 10 Days

Motivated by

HISTORY

2021/2022 - 3Days3IM PE [3x(3.8km - 180.2km - 42.1km)] - SOLOMAN -  https://jonesalbuquerque.blogspot.com/2021/10/when-226km-are-not-enough-3-days-3.html

2020/2021 - 1st ULTRAMAN PE [10km - 421km - 84km]
day 1 - https://photos.app.goo.gl/qN8eY1XepbZju2xBA
day 2 - https://photos.app.goo.gl/KfWzq88THfEmwcrKA 
day 3 -  https://photos.app.goo.gl/YyE323GBRYMLLhhE6

2019/2020 - 1st 71% ULTRAMAN PE [6km - 200km - 60km] - - https://photos.app.goo.gl/7XRdAWdX6FohukPx5

2016-2017 - 1st IRONMAN PE [3.8km - 180.2km - 42.1km] https://jonesalbuquerque.blogspot.com/2016/10/do-it-yourself.html


START LIST (PE ULTRASOLOMAN - CLASSIFIED GUYS)

https://www.strava.com/athletes/15326324

https://www.strava.com/athletes/9036940

https://www.strava.com/athletes/13423991

https://www.strava.com/athletes/96630955

TEST EVENTS (MTB, Road, Time-Trial) ✅

 

 

KIT (not used bags from past commercial events + 8 days of coloured RedBulls + 1 day of 'Black RedBull' called Pitú in PE-BRazil + 1 day, Final Day, of Drinks + local food)

  

 

DAILY STORIES - https://www.instagram.com/stories/highlights/18018812098954012/


DAY 1/10

DAY 2/10

DAY 3/10

 

DAY 4/10

 

 

  

 

DAY 5/10

   

 

DAY 6/10 💀👹👽 

when roves cry - https://www.instagram.com/reel/C1lyhHEOSTK/

  

 

   

  

DAY 7/10

when the demons stay back

   

 

DAY 8/10

sympathy for the devils -

  

DAY 9/10


DAY 10/10