Ebrahim Ghazvini Zadeh
@coffeeandmiles.bsky.social
Data scientist with a knack for solving messy healthcare puzzles. Runner, espresso enthusiast, and curious mind exploring the intersection of health and AI. Let’s debunk myths, share insights, and build smarter solutions. 🌎📊☕
$0 for Medicaid members.
Just $20 average for everyone else.
Your mental health matters: www.aptihealth.com/welcome/
Just $20 average for everyone else.
Your mental health matters: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:12 PM
$0 for Medicaid members.
Just $20 average for everyone else.
Your mental health matters: www.aptihealth.com/welcome/
Just $20 average for everyone else.
Your mental health matters: www.aptihealth.com/welcome/
Shorter days, colder nights—winter can be tough on your mental health. Don’t go through it alone. Therapy can help: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:10 PM
Shorter days, colder nights—winter can be tough on your mental health. Don’t go through it alone. Therapy can help: www.aptihealth.com/welcome/
ADHD life hack: Therapy isn’t about ‘fixing’ you—it’s about helping you thrive. Start here: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:10 PM
ADHD life hack: Therapy isn’t about ‘fixing’ you—it’s about helping you thrive. Start here: www.aptihealth.com/welcome/
ADHD = Overthinking, under-doing, and all the feels in between.
Therapy can help untangle the chaos. Sign up today: www.aptihealth.com/welcome/
Therapy can help untangle the chaos. Sign up today: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:10 PM
ADHD = Overthinking, under-doing, and all the feels in between.
Therapy can help untangle the chaos. Sign up today: www.aptihealth.com/welcome/
Therapy can help untangle the chaos. Sign up today: www.aptihealth.com/welcome/
Brain: Hyperfocus on everything except what you need to do.
ADHD life is tough, but therapy helps. Let’s figure this out together: www.aptihealth.com/welcome/
ADHD life is tough, but therapy helps. Let’s figure this out together: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:09 PM
Brain: Hyperfocus on everything except what you need to do.
ADHD life is tough, but therapy helps. Let’s figure this out together: www.aptihealth.com/welcome/
ADHD life is tough, but therapy helps. Let’s figure this out together: www.aptihealth.com/welcome/
Taking care of your mind = ✨self-care glow-up✨
Sign up with aptihealth for virtual therapy that actually gets you. Start here: www.aptihealth.com/welcome/
Sign up with aptihealth for virtual therapy that actually gets you. Start here: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:08 PM
Taking care of your mind = ✨self-care glow-up✨
Sign up with aptihealth for virtual therapy that actually gets you. Start here: www.aptihealth.com/welcome/
Sign up with aptihealth for virtual therapy that actually gets you. Start here: www.aptihealth.com/welcome/
When life feels like:
🔄 Overthinking
🔄 Stress
🔄 ‘I’ll deal with it later’
Time to break the cycle. Therapy = your cheat code. Get started with aptihealth: www.aptihealth.com/welcome/
🔄 Overthinking
🔄 Stress
🔄 ‘I’ll deal with it later’
Time to break the cycle. Therapy = your cheat code. Get started with aptihealth: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:08 PM
When life feels like:
🔄 Overthinking
🔄 Stress
🔄 ‘I’ll deal with it later’
Time to break the cycle. Therapy = your cheat code. Get started with aptihealth: www.aptihealth.com/welcome/
🔄 Overthinking
🔄 Stress
🔄 ‘I’ll deal with it later’
Time to break the cycle. Therapy = your cheat code. Get started with aptihealth: www.aptihealth.com/welcome/
Mental health check: ✅
Adulting is hard, but taking care of yourself doesn’t have to be. Start therapy with aptihealth and vibe better: www.aptihealth.com/welcome/
Adulting is hard, but taking care of yourself doesn’t have to be. Start therapy with aptihealth and vibe better: www.aptihealth.com/welcome/
aptihealth information site
www.aptihealth.com
December 5, 2024 at 4:08 PM
Mental health check: ✅
Adulting is hard, but taking care of yourself doesn’t have to be. Start therapy with aptihealth and vibe better: www.aptihealth.com/welcome/
Adulting is hard, but taking care of yourself doesn’t have to be. Start therapy with aptihealth and vibe better: www.aptihealth.com/welcome/
Mental health care in crisis
Since 2018, the US Department of Health and Human Services has been projecting a psychiatrist shortage. By 2036, we’ll be short 42,130 psychiatrists, leaving millions without access to care. Here’s why this matters: 🧵
Since 2018, the US Department of Health and Human Services has been projecting a psychiatrist shortage. By 2036, we’ll be short 42,130 psychiatrists, leaving millions without access to care. Here’s why this matters: 🧵
December 4, 2024 at 6:01 PM
Mental health care in crisis
Since 2018, the US Department of Health and Human Services has been projecting a psychiatrist shortage. By 2036, we’ll be short 42,130 psychiatrists, leaving millions without access to care. Here’s why this matters: 🧵
Since 2018, the US Department of Health and Human Services has been projecting a psychiatrist shortage. By 2036, we’ll be short 42,130 psychiatrists, leaving millions without access to care. Here’s why this matters: 🧵
Here are five notable figures in the healthcare sector who were tragically murdered, along with the motives behind their deaths
December 4, 2024 at 2:27 PM
Here are five notable figures in the healthcare sector who were tragically murdered, along with the motives behind their deaths
Tragic news: UnitedHealthcare CEO fatally shot, per reports. Motive still unclear. This devastating incident raises questions about safety and potential motives in such high-profile cases. Developing story. #UnitedHealthcare #News
www.reuters.com/world/us/uni...
www.reuters.com/world/us/uni...
UnitedHealthcare CEO fatally shot, NY Post reports
The CEO of UnitedHealthcare, Brian Thompson, was fatally shot in the chest on Wednesday morning outside the Hilton hotel in Midtown, NY Post reported, citing police sources.
www.reuters.com
December 4, 2024 at 2:21 PM
Tragic news: UnitedHealthcare CEO fatally shot, per reports. Motive still unclear. This devastating incident raises questions about safety and potential motives in such high-profile cases. Developing story. #UnitedHealthcare #News
www.reuters.com/world/us/uni...
www.reuters.com/world/us/uni...
Here are some “facts” that are commonly believed but actually incorrect.
December 3, 2024 at 9:42 PM
Here are some “facts” that are commonly believed but actually incorrect.
Tip for health data: Transform time intervals (e.g., days since diagnosis) into meaningful features. Patient outcomes often depend on time—like 30-day readmissions or follow-ups. #FeatureEngineering #DataScienceTips
December 3, 2024 at 8:25 PM
Tip for health data: Transform time intervals (e.g., days since diagnosis) into meaningful features. Patient outcomes often depend on time—like 30-day readmissions or follow-ups. #FeatureEngineering #DataScienceTips
Text data is gold in health—clinical notes, discharge summaries, patient reviews. NLP techniques like named entity recognition (NER) can extract meaningful insights from unstructured text. #NLP #HealthcareAI
December 3, 2024 at 8:24 PM
Text data is gold in health—clinical notes, discharge summaries, patient reviews. NLP techniques like named entity recognition (NER) can extract meaningful insights from unstructured text. #NLP #HealthcareAI
Health data science isn’t just about models. It’s about outcomes: reducing costs, improving care, and saving lives. Always ask, ‘How does this impact the patient?’ #HealthcareAI #DataScienceForGood”
December 3, 2024 at 8:24 PM
Health data science isn’t just about models. It’s about outcomes: reducing costs, improving care, and saving lives. Always ask, ‘How does this impact the patient?’ #HealthcareAI #DataScienceForGood”
Building health models? Always tie your insights to ROI. Show how your predictions reduce costs, improve patient satisfaction, or drive better outcomes. That’s what stakeholders care about. #HealthcareAI #BusinessImpact
December 3, 2024 at 8:17 PM
Building health models? Always tie your insights to ROI. Show how your predictions reduce costs, improve patient satisfaction, or drive better outcomes. That’s what stakeholders care about. #HealthcareAI #BusinessImpact
Before deploying your model, benchmark it against clinical decision-making. If it can’t beat clinician accuracy, it won’t drive adoption. Collaborate to find a balance. #MachineLearning #HealthData
December 3, 2024 at 8:17 PM
Before deploying your model, benchmark it against clinical decision-making. If it can’t beat clinician accuracy, it won’t drive adoption. Collaborate to find a balance. #MachineLearning #HealthData
Analyzing patient journeys over time? Build a data pipeline that handles longitudinal data—think time-series models or survival analysis. Continuity matters in health outcomes. #DataPipelines #HealthAnalytics
December 3, 2024 at 8:17 PM
Analyzing patient journeys over time? Build a data pipeline that handles longitudinal data—think time-series models or survival analysis. Continuity matters in health outcomes. #DataPipelines #HealthAnalytics
Interested in health data science? Look for teams that value interdisciplinary collaboration. Work with clinicians, public health experts, and engineers to drive innovation. #CareerTips #HealthTech
December 3, 2024 at 8:17 PM
Interested in health data science? Look for teams that value interdisciplinary collaboration. Work with clinicians, public health experts, and engineers to drive innovation. #CareerTips #HealthTech
Predictive models in healthcare are great (e.g., readmission risk). But prescriptive models—suggesting actions to reduce risk—are the real game-changer. Bridge the gap between insights and action. #DataScience #HealthAnalytics
December 3, 2024 at 8:16 PM
Predictive models in healthcare are great (e.g., readmission risk). But prescriptive models—suggesting actions to reduce risk—are the real game-changer. Bridge the gap between insights and action. #DataScience #HealthAnalytics
Avoid overloading dashboards with too much information. In health, clarity is crucial—bar charts for outcomes, line charts for trends. Keep it simple and actionable. #DataViz #DataScienceTips
December 3, 2024 at 8:16 PM
Avoid overloading dashboards with too much information. In health, clarity is crucial—bar charts for outcomes, line charts for trends. Keep it simple and actionable. #DataViz #DataScienceTips
Breaking into health data science? Start with Python libraries like Pandas, Scikit-learn, and PyCaret. Learn SQL for querying, and get familiar with FHIR/HL7 standards to understand health data. #DataScienceForBeginners #HealthcareAI
December 3, 2024 at 8:16 PM
Breaking into health data science? Start with Python libraries like Pandas, Scikit-learn, and PyCaret. Learn SQL for querying, and get familiar with FHIR/HL7 standards to understand health data. #DataScienceForBeginners #HealthcareAI
In healthcare, explainability is king. Your model might predict disease progression accurately, but can it explain why? Use SHAP, LIME, or simpler models to gain trust from clinicians. #ExplainableAI #HealthDataScience
December 3, 2024 at 8:15 PM
In healthcare, explainability is king. Your model might predict disease progression accurately, but can it explain why? Use SHAP, LIME, or simpler models to gain trust from clinicians. #ExplainableAI #HealthDataScience
Tip for health data: Transform time intervals (e.g., days since diagnosis) into meaningful features. Patient outcomes often depend on time—like 30-day readmissions or follow-ups. #FeatureEngineering #DataScienceTips
December 3, 2024 at 8:15 PM
Tip for health data: Transform time intervals (e.g., days since diagnosis) into meaningful features. Patient outcomes often depend on time—like 30-day readmissions or follow-ups. #FeatureEngineering #DataScienceTips
Working with health data? HIPAA compliance is non-negotiable. Use de-identified data, secure environments, and anonymization techniques. A breach isn’t just costly—it’s a breach of trust. #DataPrivacy #HealthData
December 3, 2024 at 8:15 PM
Working with health data? HIPAA compliance is non-negotiable. Use de-identified data, secure environments, and anonymization techniques. A breach isn’t just costly—it’s a breach of trust. #DataPrivacy #HealthData