Friday, August 7, 2026

Making the most of a Neurology Consult by Keith Torkelson, MS, BS

 


Contents

 

  • Specifications
  • Goal(s)
  • Presenting Problems
  • List of Medications
  • Notes & Time Line
  • Comprehensive Consultation with a Neurologist
  • Treatment Plan/Summary of Visit
  • Baselines
  • Medication in the ER
  • Routine Meds in the ER
  • Tremors
  • When to see a Neurologist
  • Imaging and EEG
  • Early onset of dementia
  • Treating dementia
  • Tremors and Weakness
  • Practical Lithium
  • Practical Abilify
  • Practical Wellbutrin
  • Combination Therapy
  • Lithium Fix
  • Avoiding the Psych Ward I & II




Goals

Address checklist
Address presenting problems
Describe how your issues impact work, sleep, or daily routines
Get a clear diagnosis
Have EEG performed
Have scanning performed
Make the most of our appointment
Medication PRN
Guarded changes to existing treatment plan
Note specific triggers or patterns you noticed
Not have Neurology problems
Share family medical history related to the brain or nerves
Share list of current medications
Understand how your symptoms affect your daily life
Walk away with a concrete testing or treatment plan

 

Preparing for Neurology Consultation

Presenting Problems – Elimination List

 

  • Abilify Toxicity
  • Dementia
  • Epilepsy
  • Lithium Toxicity
  • Risk of Falling
  • Sleep
  • Stroke
  • Tremors
  • Walking
  • Wellbutrin Toxicity

 

List of Medications [Stayed]




Notes & Time Line

20260702-TH-PCP ruling out need for a neurologic exam.  2pm with Dr. Nguyen.  Presenting problem – Balance, Unsteadiness, Tremors, Risk of Falling & Gate.  Have been using a walker a bit.  Appointment located at Garden Grove Central City, Passed dementia screening with a score of 4/5 with high scores being favorable.  Would not give referral to a neurologist.  Says our medial quadriceps (Vastus) is atrophied.  Committed to more exercise (walking). 

 

Get a second opinion: You can always ask another PCP for their take on your symptoms.

 

20260714-TU-Morning medication gap > Informed staff I will call the pharmacy > Pharmacy says all meds to be delivered tonight.  Make note of favorable impact.  Meds arrive.  Note that our nursing staff maintained gap-free delivery since June 20, 2024.

 

20260715-W-Resume morning meds.  Med management with Dr. Bera.  When I said side effects (ARs) he said we will do them at the end.  We didn’t get around to ARs.  We did discuss a referral to a neurologist. He said see the PCP for a referral.

 

20260716-TH-Adverse Reactions (ARs) resume.

 

20260717-F-Begin Neurology research.

 

20260719-SU-Hope for appointment with Nurse Practitioner N Bim (Second opinion)

 

20260720-M-Called Central City. Decided to keep appointment with Dr. Nguyen

 

20260721-TU-Dr. Nguyen

Appointment originally scheduled for Dr. Nguyen to sign our DNR and POLST.  He did so.  After reviewing our notes (assessment) he approved a referral to a neurologist.

 

20260723-TH-Prospective Medications associated with ARs

Abilify, Wellbutrin, and Lithium.  Shared walking and weakness situation with sister CMF.  She wasn’t very helpful.  Didn’t discuss issue with oldest sister because she is focused on herself rather than us.

 

20260724-F-Telepsychiatry

NP Ogbonna - I have debilitating side effects.  Need to adjust morning meds.  Said he couldn’t do it because he doesn’t know my baseline.  In context of falling he says go to ER or see Dr. Bera (RBB).  Made appointment for Bera July 29 (W) at 1pm.

 

20260729-W-Psychiatry Appointment – Major Milestone - Dr. RBB discontinued Lithium. 

 

20260731-F-Build Confidence Walking without Walker

Walked in the park without walker.  Total distance for day with and without walker just over 1.6 miles.  Received Neurology Approval in the mail.

 

20260803-M-First drink tea. Made me giddy.

 

20260805-W-Confidence Building

Walked to storage without walker.  Could work storages key pad without tremor.  Drank tea. Less fatigue @ 5pm.    

 

20260806-TH-Goal to not use walker at all today.  Not met.

 

20260807-F-Car trip driving Dave P. to the bank.  Make rough draft of graph of Fatigue, Tremors, and Walking Confidence.  Publish this study on Google Blogger.

 

Comprehensive Consultation with a Neurologist

A comprehensive neurological consultation is an in-depth medical evaluation lasting 45 to 90 minutes. It involves reviewing your detailed medical history, conducting a physical nervous system exam, and planning diagnostic tests or treatments for brain, spine, or nerve conditions.

What Happens During the Visit

Medical History:

The doctor asks about your current symptoms, past health, family background, and medications.

Physical Exam: The doctor tests your balance, coordination, reflexes, strength, and senses using simple, painless tools.

Mental Check:

The doctor evaluates your memory, speech, and thinking skills.

Common Tests Ordered Next

Imaging:

Scans like an MRI or CT scan to view pictures of your brain or spine.

Electrical Tests:

An EEG to check brain waves or an EMG to check nerve and muscle function.

Blood Work:

Lab tests to rule out other medical issues.

How to Prepare

Bring a list of all your current medicines and doses.

Write down a timeline of when your symptoms start and how often they happen.

Bring copies of past test results, scans, or notes from other doctors.

FYI – AI - If you'd like, please share:

What main symptoms or concerns you have

What tests or past records you already have ready

I can help you list specific questions to ask your doctor.

 

Scan Treatment Plan – Summary of Visit

2026 Sample – Possible Held Back [Stayed]


FYI - Ogbonna Iwuamadi Olelewe - Nurse Practitioner with Central City

 

In psychiatry what is a baseline?

In psychiatry, a baseline is a person's normal, stable state of emotional, mental, and behavioral functioning. It serves as a starting point to compare future changes, measure how severe symptoms are, and see if a treatment is working.

Why a Baseline Matters

Spotting changes:

Doctors look at a baseline to see if a patient gets worse or shifts away from how they usually act.

Guiding care:

It helps providers choose the right medicine or therapy goals.

Measuring progress:

Doctors compare new check-ups against the starting baseline to see if healing happens.

What Makes Up a Baseline

Mood:

How a person generally feels day-to-day (such as calm or even-tempered).

Thinking:

How well a person focuses, remembers, and makes choices.

Daily habits:

How a person sleeps, eats, works, and talks with others.


 

What to expect in terms of medication in the ER?

In the emergency room (ER), medication management focuses on rapid stabilization, symptom relief, and diagnostic work. Expect a nurse to start an IV line for fast delivery, receive common treatments like anti-nausea drugs or fluids, and experience a tiered approach to pain management where oral options are often tried before intravenous ones.

Administration and Safety

IV Access:

An intravenous line is frequently placed to deliver fluids or medications quickly.

Reconciliation:

Nurses and doctors will repeatedly ask for your allergy history and a list of current home medications.

Monitoring:

Vital signs and heart monitors may be attached to track how your body responds to powerful treatments.

Common Types of ER Medications

Symptom Relief:

Frequent treatments include anti-nausea medications (like ondansetron) and basic intravenous fluids or anti-inflammatory drugs.

Pain Management:

Non-opioid or oral pain medications are generally offered first. Stronger intravenous options are reserved for severe pain.

Acute Interventions:

Depending on your emergency, targeted drugs like asthma inhalers, blood pressure adjusters, or antibiotics may be given.

 

If you have a specific symptom or medical concern in mind, let me know and I can share what targeted treatments or medications doctors usually consider.

 


Will they give you your routine medications while in the ER?

Generally, the emergency room (ER) will not automatically give you your routine daily medications unless they are critical for your immediate condition or acute care while you are there.

Why the ER Handles Routine Meds Differently

Focus on Emergencies:

The ER is designed to diagnose and stabilize acute, life-threatening issues, not manage chronic, long-term care routines.

Safety and Verification:

ER doctors must verify every drug, dose, and timing through your medical records or pharmacy before giving it, which takes time.

NPO Status:

If you need tests, procedures, or surgery, doctors may keep your stomach empty (NPO), meaning no oral medications are allowed.

Hospital Supply Rules:

Hospitals rarely let you take your own loose pills from home due to safety and contamination risks; they must stock and dispense their own supply if a doctor orders it.

What You Should Do

Bring a List:

Bring an accurate, up-to-date list of all your medications, doses, and schedules.

Speak Up:

Tell your nurse or doctor right away if a critical medication (like for seizures, blood pressure, or insulin) is due soon or if you are feeling symptoms from missing a dose.

Expect a Delay:

If your routine medication is missed during a short ER visit, it can usually be resumed safely once you go home or if you are admitted to an inpatient hospital room.

FYI – AI - If you'd like, let me know:

What specific medication you are due to take

How many hours it has been since your last dose


Should you see a neurologist if you have tremors?

Yes, you should see a neurologist for tremors. A neurologist is a doctor who specializes in brain and nerve problems. Tremors can be signs of nervous system issues like Parkinson's disease, multiple sclerosis, or other movement disorders. Tremors are often a symptom of underlying brain activity errors. You can often start by visiting your primary care doctor. They will do a basic checkup and may refer you to a neurologist if the tremors are persistent.

A neurologist will perform a physical exam to test your:

Coordination

Coordination refers to the act of organizing people, groups, or activities to work together harmoniously, efficiently, and with unity of action. It also denotes the ability to synchronize different elements smoothly, whether referring to human teamwork, physical bodily movements, or specialized concepts in chemistry and grammar.

Balance

Balance refers to an even distribution of weight, steadiness, or the harmony between opposing elements. The term applies across multiple disciplines, from a physical ability and artistic principle to accounting and physiology.

Muscle strength

Muscular strength is the maximum amount of force a muscle or muscle group can generate in a single, maximal effort. It is measured by how much weight you can lift or how much resistance you can push against for a short period of time.

 

They may also order tests or imaging to rule out other causes and confirm exactly what is causing your shaking.

 

When to See a Neurologist?

https://www.rush.edu/news/when-see-neurologist

Part of Presenting Problems – Neurology Assessment






ND = Not Diagnosed | RT = Real Time | LSF = Low Scores are Favorable

Scale

0.0      = No | 0.50 = SoSo | 1.00 = Yes

20260729-W-Dr RBB discontinues Lithium

Grounds to see a neurologist

See a neurologist if you have unexplained numbness, sudden muscle weakness, or severe dizziness. You should also book an appointment if you experience chronic migraines, persistent memory loss, or sudden seizures. Ditto: Neurologists are medical doctors who treat the nervous system, which includes the brain, spinal cord, and nerves. Neurologists diagnose and manage conditions like stroke, multiple sclerosis, and Parkinson's disease. They act much like a master electrician for your body. If the wiring (nerves) is damaged, the power fails to reach your lights (muscles). A neurologist finds exactly where the short-circuit is.

Here are specific red flags to watch for:

Nerve Pain:

Sharp, burning, or tingling pain (like pins and needles) in your hands or feet.

Balance Issues:

Feeling unsteady, clumsy, or experiencing ongoing vertigo (the sensation that the room is spinning).

Cognitive Decline:

Noticeable changes in short-term memory, sudden confusion, or trouble finding the right words.

Vision Changes:

Sudden double vision, blurry vision, or vision loss.

For more detailed information, you can review the Rush guide on neurological symptoms or explore the Cleveland Clinic overview of what neurologists do.

To help narrow down your situation, could you tell me:

What specific symptoms are you or your loved one experiencing?

How long have these symptoms been happening?

I can provide more targeted information or help you prepare for a doctor's visit.

 

Neurological Imaging and EEG

Neurological imaging and electroencephalography (EEG) are vital tools used to evaluate brain health. An EEG measures electrical signals from the brain via scalp electrodes, offering millisecond-level timing of activity, while imaging like MRI or CT provides detailed structural maps. Together, they map both brain structure and function.

How EEG Works

Uses small metal discs (electrodes) placed on the scalp

Records tiny electrical impulses from active brain cells

Displays brain wave patterns (like alpha or delta waves) on a screen

Excels at real-time tracking and timing (millisecond precision)

Limited in pinpointing the exact deep location of brain signals (spatial resolution)

How Neurological Imaging Works

Includes structural scans like MRI (Magnetic Resonance Imaging) and CT (Computed Tomography)

Includes functional scans like fMRI (functional MRI) and PET (Positron Emission Tomography)

Provides clear, detailed pictures of brain anatomy, blood flow, or metabolic activity

Shows physical damage, tumors, strokes, or structural defects clearly

Slower at tracking rapid split-second changes in brain activity compared to EEG

Common Uses in Medicine

Diagnosing and monitoring epilepsy and seizure disorders

Evaluating sleep disorders

Assessing recovery after traumatic brain injury

Investigating cognitive decline, memory issues, or unexplained confusion

FYI – AI - If you are looking for specific information, tell me:

Are you preparing for a test or procedure?

Are you trying to understand a specific diagnosis like seizures or sleep issues?

 

How do you know if you have early onset of dementia?

Early-onset dementia (symptoms appearing before age 65) often starts subtly. Key early indicators include short-term memory loss (e.g., repeatedly asking the same question), difficulty completing routine tasks like balancing a checkbook, spatial disorientation, language struggles, and uncharacteristic personality changes or social withdrawal.

Specific early signs often vary based on the underlying disease:

Alzheimer’s Disease:

Short-term memory issues, difficulty concentrating, and misplacing items in bizarre locations.

Vascular Dementia:

Challenges with planning, organization, decision-making, and focus.

Frontotemporal Dementia:

Changes in behavior, loss of inhibition, reduced empathy, and language problems.

Lewy Body Dementia:

Visual hallucinations, sleep disturbances, and fluctuating alertness.

If you notice these changes disrupting daily life, consult a healthcare provider for a thorough evaluation. Early intervention can help manage symptoms, access support services, and slow progression. You can find resources and diagnostic centers through the Alzheimer's Association or Dementia UK.

 

Conditions: Your symptoms—including tingling, disequilibrium, and memory changes—could point to several different underlying issues, such as Vitamin B12 deficiency, Peripheral Neuropathy, or progressive neurological conditions. Because many of these overlap with your family history of strokes, they require a professional evaluation.

A few main possibilities for these combined symptoms include:

Vitamin B-12 Deficiency:

Often overlooked, low B-12 causes 'pins and needles' sensations alongside significant cognitive symptoms like memory loss, confusion, and trouble finding words.

Peripheral Neuropathy:

Nerve damage typically originating in the feet and hands that causes tingling, numbness, balance issues, and unsteadiness.

Vascular Conditions:

Given the family history of strokes, conditions affecting blood flow to the brain can cause a rapid decline in cognition, speech difficulty, and coordination.

Dementia / Alzheimer’s Disease:

While dementia primarily affects memory, orientation, and speech, some variants (like Lewy Body) are strongly associated with sleep disturbances and movement/tremor issues.

To help identify the exact cause, you can explore the Mayo Clinic Dementia Overview or learn about nerve issues via the Foundation for Peripheral Neuropathy.

 

How do you treat Dementia?

While there is currently no cure for most progressive dementias, treatments focus on managing symptoms, slowing disease progression, and improving quality of life. A personalized care plan typically combines medications with lifestyle changes and non-drug therapies.

1. Medications

Symptomatic Medications:

Cholinesterase inhibitors (like donepezil, rivastigmine, and galantamine) and NMDA receptor antagonists (memantine) help manage memory and cognitive symptoms.

Disease-Modifying Therapies:

Anti-amyloid therapies (such as lecanemab) are available for early-stage Alzheimer's disease to help slow cognitive and functional decline by clearing harmful plaques in the brain.

Behavioral Treatments:

Doctors may also prescribe antidepressants, anti-anxiety medications, or newer FDA-approved treatments for specific symptoms like agitation.

2. Lifestyle & Home Strategies

Brain Health:

Staying mentally active with puzzles, games, and new hobbies can help challenge thinking skills.

Physical Activity:

Regular light exercise like walking is encouraged to maintain mobility and improve mood.

Diet:

Consuming heart-healthy, balanced meals (such as a Mediterranean-style diet) is recommended to support brain function.

Social Engagement:

Participating in community activities or support groups is vital for emotional and mental well-being.

3. Non-Pharmacological Therapies

To improve daily functioning and reduce anxiety without the use of drugs, specialists may incorporate therapies such as:

Music or pet therapy, Cognitive stimulation activities, Art therapy

How to access local resources in Buena Park, CA

Alzheimer's Orange County: Provides caregiver resources, education, and support groups. Visit the Alzheimer's Orange County website for local events and assistance.

Buena Park Community Center:

Offers older adult programs and social activities. Check the City of Buena Park Community Services for current schedules.

Orange County Office on Aging:

Can connect you with case management, adult day care, and caregiver respite programs. Explore the Orange County Aging & Disability Resource Center for official county resources.

 

Aside - Can you treat tremors and weakness with Zyprexa?

No, Zyprexa (olanzapine) is not used to treat tremors and weakness. In fact, Zyprexa can actually cause tremors, shakiness, and muscle weakness or fatigue as side effects.

 

What do you treat tremors and weakness with?

Tremors and weakness are treated based on their underlying cause using medications like beta-blockers, anti-seizure drugs, or therapies, though combining both shaking and weakness can signal specific neurological conditions requiring an exact medical evaluation.

Common Treatments for Tremors

Beta-blockers:

Medications like propranolol help slow down shaking.

Anti-seizure drugs:

Options like primidone calm active nerve signals in the brain.

Advanced care: Procedures like deep brain stimulation or focused ultrasound are used for severe cases.

Addressing Muscle Weakness

Physical therapy:

Helps build strength and improve daily movement control.

Targeted diagnosis:

Weakness paired with tremors requires a doctor to check for conditions like Parkinson's disease, nerve damage, or medication side effects.

 

What is cogentin used to treat?

Cogentin (benztropine) is primarily used alongside other medications to treat Parkinson’s disease symptoms (such as tremors and muscle stiffness). It is also frequently prescribed to control acute drug-induced movement disorders, such as dystonia and akathisia, caused by psychiatric and nervous system medications.

 

Practical – July 29, 2026 (W)

Lithium, tremors and weakness

Tremors and muscle weakness while taking lithium can be early signs of lithium toxicity, a serious condition that happens when lithium levels in your blood become too high. You should contact your doctor or seek emergency medical care right away.

Warning Signs of Toxicity

Shaking or twitching:

Worsening hand tremors or muscle twitches.

Body changes:

Growing muscle weakness, lack of balance, or trouble walking.

Stomach issues:

Severe nausea, vomiting, or diarrhea.

Mind and senses:

Confusion, extreme sleepiness, dizziness, or slurred speech.

What You Should Do

Call your doctor or go to the nearest emergency room immediately.

Do not take your next dose of lithium until a medical professional tells you it is safe.

Drink water only if you are fully awake and alert, but do not try to treat toxicity at home.

 

Typical Dose of Lithium

https://www.mayoclinic.org/drugs-supplements/lithium-oral-route/description/drg-20064603

For long-term treatment of mania: Adults and children 7 years of age and older weighing more than 30 kilograms (kg)—300 mg to 600 mg or 5 mL to 10 mL 2 to 3 times a day. Your doctor may adjust your dose as needed.  Call your doctor right away if you have diarrhea, vomiting, drowsiness, muscle weakness, tremors, unsteadiness, or other problems with muscle control or coordination. These may be symptoms of lithium toxicity.

 

Practical

Abilify, tremors and weakness

Abilify (aripiprazole) can cause movement side effects like tremors and muscle stiffness, which are known as extrapyramidal symptoms. General weakness, fatigue, or difficulty moving as usual are also recognized side effects of the medication.

Understanding Movement and Strength Changes

Tremors and Shaking:

Affect hands, fingers, or limbs due to how the drug impacts dopamine pathways in the brain.

Muscle Stiffness:

Can make limbs feel rigid, tight, or jerky.

Weakness and Fatigue:

General lack of physical strength, heavy limbs, or profound tiredness.

Balance and Coordination:

Risk of reduced motor control or feeling lightheaded, which can lead to accidental falls.

Important Safety Steps

Contact Your Doctor:

Inform your prescribing physician immediately about new or worsening tremors and weakness so they can safely evaluate your dosage or consider alternative options.

Do Not Stop Suddenly:

Never alter or stop taking your medication without medical supervision, as abrupt discontinuation can lead to returning mental health symptoms or withdrawal effects.

Seek Emergency Care:

Go to an emergency room right away if you experience severe muscle rigidity accompanied by a high fever, confusion, or sweating, which can be signs of a rare, serious condition called Neuroleptic Malignant Syndrome (NMS).


Practical

Wellbutrin, tremors and weakness

Wellbutrin (bupropion) can cause tremors and unusual tiredness or weakness as your nervous system adjusts to increased brain activity. These side effects are often dose-related or most noticeable during the first few weeks.

Understanding the Symptoms

Tremors:

Shakiness in the hands or fingers happens because the medication affects brain chemicals like norepinephrine and dopamine.

Weakness:

General body fatigue or a heavy feeling in the limbs can occur, sometimes linked to poor sleep or changes in energy levels early in treatment.

What You Should Do

Contact your doctor:

Let your prescriber know right away about these physical changes. Do not stop taking Wellbutrin suddenly, as this can cause unwanted withdrawal effects or a return of your original symptoms.

Review your dose:

Your doctor may evaluate if your current dose is too high or if an adjustment is needed.

Seek urgent care:

Seek immediate medical help if you experience severe symptoms like confusion, a fast or irregular heartbeat, or signs of a seizure.

 

Aside - Signs of a seizure? [Stayed]


Practical

Combined side effects of Abilify, Lithium and Wellbutrin

Combining Abilify (aripiprazole), lithium, and Wellbutrin (bupropion) can increase nervous system side effects like dizziness, drowsiness, confusion, hand tremors, and a higher risk of lowered seizure thresholds.

Overlapping Nervous System Effects

Dizziness and Drowsiness:

Abilify and lithium together can impair thinking, judgment, and motor coordination.

Tremors:

Both lithium and Abilify (at higher doses) can cause or worsen hand shaking.

Sleep Changes:

Both Abilify and Wellbutrin can cause insomnia or restlessness.

Major Risk Interactions

Seizure Risk:

Wellbutrin lowers the seizure threshold, and combining it with other drugs that affect the brain (like lithium or high doses of Abilify) can rarely increase seizure risk.

Increased Drug Levels:

Wellbutrin can increase the amount of Abilify in your blood, making side effects more likely.

 

Practical

Combined side effects of Abilify, Lithium and Wellbutrin weakness and unsteadiness

Combining Abilify, lithium, and Wellbutrin can increase the risk of overlapping nervous system side effects like muscle weakness, unsteadiness, dizziness, and tremors. These symptoms may also point to lithium toxicity or an additive sedative effect requiring urgent medical evaluation.

Overlapping Side Effects and Risks

Central Nervous System Depression:

Both Abilify (aripiprazole) and lithium can cause dizziness, drowsiness, and impaired motor coordination.

Tremors and Weakness:

Lithium and Wellbutrin (bupropion) can both cause fine hand tremors and muscle weakness. When combined, these tremors or weakness can become pronounced.

Lithium Toxicity Warning:

Unsteadiness, lack of coordination, severe muscle weakness, confusion, and dizziness are hallmark signs of high lithium levels (toxicity).

When to Seek Help

Contact your prescribing doctor or seek emergency medical care immediately if your weakness and unsteadiness are sudden, severe, or accompanied by confusion, slurred speech, persistent vomiting, or severe shaking. Do not stop taking your medications without speaking to your doctor first.


Lithium Fix

We listed our goals surrounding our Neurology appointment previously.  Our target is to address as many of our signs and symptoms as possible.  On July 29, 2026 (W) our psychiatrist discontinued Lithium.  The results have been remarkable when it comes to tremors and fatigue and less so with our issues walking.  Therefore we call the change in Lithium a fix.  We want to push ahead to a solution.  We entertain the notion that it may be a promising practice to discontinue Abilify and or Wellbutrin.  Our objectives are to score less than 25% on the Neurology Assessment

 

How to Avoid the Psych Ward I?

To avoid a psychiatric hospitalization, create a formal safety plan, utilize intensive outpatient alternatives, and engage early with community mental health resources. If you are experiencing overwhelming distress, reach out immediately to the Suicide & Crisis Lifeline by calling or texting 988.

Proactive Crisis Management

Build a Safety Plan:

Write down specific coping strategies, personal triggers, and contact details for a therapist or trusted support person.

Remove Access to Means:

Securely lock away or hand over potential items of self-harm to a trusted family member or friend.

Use Outpatient Levels of Care:

Step up treatment before a crisis peaks by enrolling in an Intensive Outpatient Program (IOP) or Partial Hospitalization Program (PHP).

Communication and Support

Utilize Crisis Text and Warmlines:

Text HOME to 741741 for the Crisis Text Line, or call a local peer warmline for non-emergency emotional support.

Be Clear with Professionals:

Communicate your safety strategies clearly to doctors or mental health workers, demonstrating that you have a reliable plan and environment to keep yourself safe. If you or someone you know is in immediate danger, please call 911 or go to the nearest emergency room..


How to avoid the psychiatric ward II

How to Avoid Being Admitted to a Psychiatric Ward

If you want to reduce the risk of being admitted to a psychiatric ward, the key is proactive mental health management rather than reacting to crises.

 

1. Maintain a Stable Daily Routine

Your circadian rhythm (internal body clock) plays a big role in mental stability. Going to bed and waking up at the same time every day, ideally with the same person, helps regulate hormones like cortisol and melatonin. Avoid travel across time zones, and during seasonal lows, get extra sunlight or bright light therapy to prevent mood dips.

2. Avoid Gradual Escalation of Stress

The “cooking frog” metaphor applies: small, gradual increases in stress can make you less aware of danger until it’s too late. If you notice stress or emotional changes creeping in, take action early—get support, adjust your schedule, or seek help before symptoms worsen.

3. Build Accountability and Support

A buddy system or trusted accountability partner can help you stay on track. Knowing someone will check in on you reduces the chance of neglecting self-care, which can be a trigger for hospitalization.

4. Develop Healthy Coping Strategies

Instead of harmful coping mechanisms like substance use or avoidance, build skills for managing stress. Activities such as exercise, journaling, art, meditation, and talking with trusted friends or family can help regulate emotions. Therapy can also teach you tools to handle difficult situations constructively.

5. Seek Professional Help Early

If you feel overwhelmed by anxiety, depression, intrusive thoughts, or other emotional struggles, early intervention with a licensed therapist or psychologist can prevent crises. Early treatment can stabilize your condition and reduce the likelihood of needing inpatient care.

6. Nurture a Strong Support Network

Strong relationships with people who understand and support you create a safety net during tough times. This can include friends, family, or community groups, and provides a space to share experiences without judgment.

7. Be Mindful of Triggers

If you have a history of hospitalization, identify and address triggers—such as sleep disruption, isolation, or unmet needs—before they escalate. Small, consistent changes in behavior and environment can prevent crises.

Bottom line:

Avoiding a psychiatric ward is about preventing crises through stability, self-awareness, and early help-seeking. By keeping your routine steady, managing stress early, and building a support system, you can significantly reduce the risk of needing inpatient care.




Tuesday, August 4, 2026

Need for Positive Childhood Experiences by Keith Torkelson, MS, BS

 

Contents

 

  • Requirements
  • Positive Childhood Experiences (PCE)
  • In Memory Of
  • PCE Lister Lista
  • Rough Childhood?
  • Force Checklist
  • Why Publish?
  • Break Even
  • Why Share?
  • Violence
  • Parenting Without Violence (PWOV)
  • Intimate Partner Violence (IPV)
  • Partner
  • Brandishing
  • Name-calling
  • Harm
  • Perp
  • Knives
  • Boundaries – Just say No!
  • Aggression
  • Break even developmental risk versus protections
  • Miscellaneous




Positive Childhood Experiences

Positive childhood experiences (PCEs) are safe, stable, and nurturing relationships and environments that foster a child's capacity to thrive, such as talking openly about feelings, feeling supported by family during hard times, and enjoying community traditions. These positive moments build lifelong resilience and protect adult mental health.

Key Positive Childhood Experiences

Family connection:

Talking openly about feelings, knowing family stands by you in hard times, and feeling safe at home.

Social support:

Feeling supported by friends and having two non-parent adults who care.

Community and school:

Enjoying local traditions and feeling a sense of belonging at school.

Why They Matter

Builds resilience:

Lowers the risk of adult depression and mental health issues.

Buffers adversity:

Helps heal and balance the negative effects of childhood trauma or stress.

 

Aside

How to build PCEs using the HOPE framework

The difference between ACEs and PCEs

HOPE Framework, you focus on four core building blocks: relationships, environment, engagement, and emotional growth. This strengths-based approach helps children build resilience and heal from trauma.

 

Lived Experience – Break Even

My ACEs exceeded my PCEs on several occasions.  An example would be a mishap I made at night still being a costly issue in the morning.  I call this waking up to disaster.

 

Vulnerability

Vulnerability means the state of being open to harm, damage, or attack, and applies primarily to emotional exposure, computer security, and physical safety.

Emotional Vulnerability

Definition: Sharing true feelings, admitting fear, or asking for help instead of hiding behind defenses.

Impact: Builds deep trust and strong relationships, even though it brings the risk of rejection or hurt.

 

Abused Individuals and Vulnerability

Vulnerability increases the risk of abuse. Key factors include physical or mental disability, financial dependence, and social isolation.

Types of Vulnerability

Physical and Mental: Disabilities or illnesses make it hard to defend oneself or escape.

Financial:

Lacking money or a job creates total reliance on an abuser.

Social:

Being cut off from friends and family leaves no one to notice the harm or offer help.

Common Signs of Abuse

Physical marks:

Unexplained bruises, cuts, burns, or healing injuries.

Behavior changes:

Sudden fear, quietness, or acting nervous around a caregiver.

Withheld needs:

Lack of basic food, clean clothes, or proper medical care.

 

Does abuse Affect your vulnerability?

Yes, abuse can affect your vulnerability by altering brain function, creating emotional patterns that make future harm harder to spot, and increasing the risk of repeat victimization.

How Abuse Changes Vulnerability

Brain changes:

Chronic stress from trauma keeps the brain's threat center (amygdala) on high alert while reducing the activity of the part that handles clear decisions (prefrontal cortex).

Normalized behaviors:

Growing up with or experiencing abuse can make unhealthy boundary violations or manipulation tactics feel familiar or normal.

Isolation tactics:

Abusers often cut people off from friends and family, which reduces outside support systems and increases dependency.

Self-doubt:

Psychological maltreatment can lead to chronic shame or feeling inadequate, making it harder to trust one's own instincts about danger.

FYI – AI - If you or someone you know is facing abuse and needs support, help is available. You can contact the National Domestic Violence Hotline by calling 1-800-799-7233 or texting "START" to 88788 for free, confidential assistance available 24/7.

 

Resentment

A negative emotional reaction defined as a lasting sense of unfairness, bitterness, and hidden anger that occurs when you feel mistreated or unappreciated.   Resentment (also called ranklement or bitterness) is a complex, multilayered emotion that has been described as a mixture of disappointment, disgust and anger. Other psychologists consider it a mood or as a secondary emotion (including cognitive elements) that can be elicited in the face of insult or injury.

 

Amends

“Now more than ever I am vulnerable to my own self interest and hidden agenda. I am careful to remember that self satisfaction which sometimes comes through the spoken forgiveness of those I have harmed. Is not my true objective.. I became willing to make amends, knowing that through this process I am mended and made fit to move forward, to know and desire God’s will for me.”


In Memory of Family & Harvest Retirees

Those who have passed 2024-2026



Positive Childhood Experiences – Lister Lista



What is a rough childhood?

A "rough childhood" refers to an upbringing marked by adversity, instability, or trauma. Clinically categorized by the CDC Adverse Childhood Experiences framework as ACEs, it involves chronic exposure to abuse, neglect, domestic violence, or family dysfunction. These harsh realities can significantly impact emotional, neurological, and behavioral development.

Core Components

While the experience of hardship is highly subjective, the term broadly encompasses:

Abuse and Neglect:

Emotional, physical, or sexual maltreatment, as well as a lack of basic physical and emotional support.

Household Dysfunction:

Growing up in environments with substance abuse, untreated mental illness, parental incarceration, or domestic violence.

Instability and Loss:

Frequent relocations, parental separation, or sudden abandonment.

Lasting Effects

Childhood shapes how individuals form relationships and navigate the world. According to Psychology Today, adults who navigated difficult early years are at a higher risk of emotional, cognitive, and physical challenges:

Hypervigilance:

A biological adaptation where the nervous system remains stuck in a "fight-or-flight" response, often perceiving neutral situations as threats.

Relational Struggles:

Difficulty trusting others, which can manifest as extreme independence or codependency.

Behavioral Adaptations:

Coping mechanisms such as people-pleasing, perfectionism, hyper-independence, or avoiding conflict by becoming "invisible" at home.

Health Risks:

Documented higher susceptibility to physical ailments later in life, alongside mental health struggles like chronic anxiety and depression.


Force Checklist - Integrated - Most before age 13 (Sample)

(*) After age 12




Why publish a history of abuse and abusers?

Publishing a history of abuse and abusers serves three critical purposes: validation for survivors by confirming their realities, accountability by creating a provable public record, and education by exposing the systematic tactics abusers use to manipulate narratives and evade responsibility. The motivation to document and publish these histories spans both personal and systemic reasons:

Countering Gaslighting and Manipulation:

Abusers frequently rewrite history, shift blame, and deny their actions to maintain control. A documented history provides a factual anchor that validates a survivor’s memory.

Building Legal and Medical Evidence:

A recorded history creates a vital paper trail. It helps law enforcement and courts recognize patterns of behavior and provides concrete backing for restraining orders, custody evaluations, or criminal charges.

Exposing Systemic Failures:

In cases of institutional abuse (such as within churches, foster care, or schools), publishing a history reveals how organizations enabled, covered up, or ignored perpetrators over time.

Fostering Public Awareness:

It educates the public and professionals on how to recognize the early warning signs of an abuser's "tactical playbook" (e.g., isolation, trauma-bonding).

Empowering Other Survivors:

Sharing autobiographical accounts or case studies of abuse can break the silence, reduce stigma, and give others the courage to seek help and leave unsafe situations.


In childhood what happens when risk factors exceed protective factors?

When risk factors consistently exceed protective factors, the cumulative stress frequently overwhelms a child’s capacity to cope. This imbalance significantly increases the likelihood of poor developmental outcomes, such as toxic stress, emotional or behavioral disorders, impaired academic performance, and long-term physical and mental health challenges.  Because a child’s environment is highly complex, experts measure these dynamics across multiple layers—from immediate family structures to broader societal resources.

Breaking Down the Imbalance

Risk Factors:

These are biological, environmental, or social attributes that increase a child's vulnerability to negative outcomes. Common examples include poverty, parental depression, family conflict, or exposure to violence.

Protective Factors:

These act as buffers; they are the strengths, relationships, and resources that help reduce the impact of stress and promote positive development. Examples include a secure attachment to a caregiver, strong problem-solving skills, and supportive community networks.

The Developmental Toll

When the scale tips heavily toward risk, a child's natural resilience is strained. The brain's stress response systems can remain activated for prolonged periods (known as toxic stress), which can disrupt the development of neural circuits. Over time, this makes the child more prone to:

Mental Health Struggles:

Increased vulnerability to anxiety, depression, and trauma-related disorders.

Behavioral Difficulties:

Challenges with emotional regulation, impulse control, and social interactions.

Cognitive Impacts:

Difficulties with memory, attention, and executive function, which frequently lead to academic struggles.

Fortunately, early intervention and targeted support can help tip the balance back. By minimizing environmental stressors and intentionally building up a child's protective factors—such as ensuring a stable home environment or fostering positive adult mentorship—the likelihood of a healthy developmental trajectory significantly improves.


Why share your lived experience as a victim of violence?

Sharing lived experience as a victim of violence helps survivors regain control, fosters personal healing through catharsis, and breaks the silence surrounding abuse. By transforming pain into power, it educates the public, reduces stigma, and validates the experiences of others, offering hope to those currently in abusive situations.

 

What is Violence?

Violence is the intentional use of physical force or power—actual or threatened—against oneself, another person, or a group, resulting in or having a high likelihood of resulting in injury, death, psychological harm, or deprivation. It is a broad, multifaceted issue ranging from direct physical acts (like fighting) to structural, or emotional.

 

What is Domestic Violence?

How is domestic violence defined?

Domestic violence is the mistreatment of one family member or intimate partner by another. The abuse can be physical, sexual, verbal, emotional and psychological. Most often (but not always) the persons who abuse are men. Most often (but not always) the victims of abuse are women or children. Mar 24, 2026


Parenting Without Violence 16‐Week Course

The Parenting without Violence (PWOV) course is a thirty‐two (32) hour series designed to empower participants to approach parenting with an understanding of violence in terms of power and control.  The focus of the program is to identify and understand the dynamics of family violence and the impact it has on parenting; the focus of the intervention is on the participating parent.  The distinguishing factor in PWOV apart from parent education is that, PWOV has a clear commitment to (1) the experience and accountability of the parent; and (2) understanding and modifying dynamics of violent or abuse‐prone behaviors as they relate to both partner and parent‐child interactions.  The psycho‐educational intervention approach addresses core dynamics in interpersonal relationships that are identified as abusive.  Awareness of these dynamics is enhanced through facilitated reflection and accountability to create respectful and empowering environments within the family.  

 

Curriculum Requirements

The curriculum must include, but is not limited to, all of the following components:

Domestic violence
Trauma
Child abuse
Co‐occurrence of violence with drug and alcohol use
Boundaries
Self‐care including developing support
Self‐care including developing trust
Developing coping skills
Responsible parenting
Identifying abusive behavior in self
Identifying abusive behavior in partner
Activities
Assignments during sessions
Assignments between sessions 
Program evaluation
Gratitude and inner peace

 

Evidence based curriculum is desirable 

Evidence-based curriculum is highly desirable because it uses proven research and data to deliver effective, consistent, and equitable instruction, resulting in improved academic outcomes and better student well-being. By utilizing verified teaching practices rather than speculation, it maximizes resources, fosters teacher confidence, and aligns with federal mandates for high-quality education.

 

Stayed

 

Elder Abuse

Suicide

Youth Violence

 

Aside - Intimate Partner Violence: Definitions

 

CDC Publication

https://www.cdc.gov/violenceprevention/intimatepartnerviolence/definitions.html

Intimate Partner Violence Surveillance: Uniform Definitions and Recommended Data Elements, Version 2.0 [PDF 1.75MB] - IPV-Surveillance-report-2015

Intimate Partner Violence (IPV) is a serious, preventable public health problem that affects millions of Americans. The term “intimate partner violence” describes physical violence, sexual violence, stalking and psychological aggression (including coercive acts) by a current or former intimate partner.

Partner

An intimate partner is a person with whom one has a close personal relationship that can be characterized by the following:

 

  • Always well wish
  • Attraction
  • Emotional connectedness
  • Emotional vulnerability
  • Familiarity and knowledge about each other’s lives
  • Identity as a couple
  • Mutual Trust
  • Ongoing physical contact and/or sexual behavior
  • Physical bond
  • Psychological bond
  • Reciprocal support
  • Regular contact
  • Shared long-term commitments
  • Strong interdependence
  • Transparent communication
  • Warmth

 

CDC Publication

https://www.cdc.gov/violenceprevention/intimatepartnerviolence/definitions.html

There are four main types of Intimate Partner Violence (IPV)

Physical violence is the intentional use of physical force with the potential for causing death, disability, injury, or harm. Physical violence includes, but is not limited to, scratching; pushing; shoving; throwing; grabbing; biting; choking; shaking; aggressive hair pulling; slapping; punching; hitting; burning; use of a weapon; and use of restraints or one’s body, size, or strength against another person. Physical violence also includes coercing other people to commit any of the above acts.

 

Is brandishing a weapon, violence?

Yes, brandishing a weapon is considered a form of violence or a violent crime, as it involves drawing or exhibiting a deadly weapon in a rude, angry, or threatening manner rather than in self-defense. It is legally defined as creating fear and intimidating others, often resulting in misdemeanor or felony charges, such as under California Penal Code 417.

 

What is inappropriate name-calling?

Inappropriate name-calling is the use of unkind, offensive, or derogatory labels to demean, hurt, or manipulate someone. It is a form of verbal abuse or bullying, often intended to lower self-esteem or control others rather than engage in respectful communication. Common examples include insults regarding intelligence (e.g., "idiot"), appearance (e.g., "fat"), or character (e.g., "lazy"), often used to win arguments or dehumanize people.

 

Violence has Potential for causing:

 

Death
Disability
Injury
Harm

 

Physical Violence

Physical violence is the intentional use of physical force—including hitting, choking, or using weapons—with the potential to cause death, injury, disability, or psychological harm. Such acts, often associated with interpersonal or domestic violence, can create severe immediate injuries or long-term chronic conditions.

 

Intentional Harm

Intentional harm refers to purposeful actions—physical, emotional, or financial—taken with the intent to cause injury or damage to a person or property. These actions constitute "intentional torts" in civil law, allowing victims to seek damages, and can include assault, battery, fraud, and emotional distress.


Single Perpetrator

KGT an acute (A) and chronic (C) abuser – KGT born 1949 was 10 years my elder

Victim = Keith Torkelson




Brandishing a Knife

Brandishing a knife means drawing, exhibiting, or waving a knife in a rude, angry, or threatening manner rather than for a lawful purpose (like opening a package). It is a criminal offense, often a misdemeanor, that typically involves displaying a knife in the presence of others to cause fear or during a fight.

 

The Knife Affair #2

Unexpectedly Joan my most significant other ever (MSOE) approached while waving a kitchen knife at me when we lived together.  Circa 2006, this event was associated with panic and a hospitalization.  In 2007, I moved out.

 

The Knife Affair #1

It looked to me like KGT was trying to stab CET with a knife.  CET got the upper hand putting KGT in a headlock.  The headlock caused KGT to have a seizure.  I would have been less than 9 years old.  Witnessing this event was traumatic. 

 

Traumatic

Traumatic describes deeply distressing, shocking, or physically injurious events that overwhelm a person’s capacity to cope, often resulting in lasting psychological or physical damage. It broadly spans two main categories: psychological trauma (severe emotional distress) and physical trauma (severe bodily injury).


Over-reacting in the face of a knife

There is no such thing as overreacting when a knife is present, as any threat involving a deadly weapon constitutes a critical, high-risk emergency.

Safety and Survival Priorities

Prioritize escape:

The primary goal in any knife confrontation is to create distance and get away safely rather than trying to fight or disarm the person.

Comply or distract:

If cornered, cooperative communication, appeasement, or tossing an item (like a wallet or object) to distract the aggressor can buy vital seconds to escape.

Treat it as life-or-death:

Drawing or brandishing a knife during an argument or assault is a severe indicator of dangerous intent; never dismiss or normalize this behavior.

Relationship and Behavioral Red Flags

Zero tolerance for-weapons:

If a partner or acquaintance pulls a knife during a domestic dispute or argument, it signifies a profound breakdown in safety and impulse control.

Seek immediate separation:

Leaving the environment and cutting off contact is the safest initial step when someone introduces a deadly weapon into a personal conflict.

FYI - AI

If this is an active emergency, please call 911 or your local emergency services immediately. If you are dealing with a non-urgent interpersonal or safety situation, tell me more about the context so I can help you figure out the safest next steps.

 

Outcome

I moved out in February of 2007.


Boundaries - Just Say No!

Setting boundaries by saying "no" is a crucial act of self-care and respect that protects your time and energy. It involves communicating limits without guilt, often simply, to avoid over-commitment. Effective "no" strategies include being direct, offering alternatives, or stating limitations clearly to foster healthier, balanced relationships.

 

Psychological Aggression

Psychological Aggression is the use of verbal and non-verbal communication with the intent to harm another person mentally or emotionally, and/or to exert control over another person. Psychological aggression can include expressive aggression (e.g., name-calling, humiliating); coercive control (e.g., limiting access to transportation, money, friends, and family; excessive monitoring of whereabouts); threats of physical or sexual violence; control of reproductive or sexual health (e.g., refusal to use birth control; coerced pregnancy termination); exploitation of victim’s vulnerability (e.g., immigration status, disability); exploitation of perpetrator’s vulnerability; and presenting false information to the victim with the intent of making them doubt their own memory or perception (e.g., mind games).

 

Is suicide violence?

Suicide is considered a form of violence because it is an act of self-directed injury causing death or harm with the intent to end one's life, often involving violent methods. It is also seen as a manifestation of extreme, internalized aggression and mental anguish that disrupts the body and profoundly affects, or "violates," the lives of loved ones and communities through trauma.

Delinquency: When is it too far?

Juvenile delinquency goes "too far" when minor misbehavior shifts into chronic, violent, or calculated criminal acts. This tipping point is marked by severe violence, weapon use, and a resistance to early guidance.

Signs Delinquency Has Gone Too Far

Use of Weapons:

Bringing firearms or lethal instruments to school or public spaces.

Severe Violence:

Committing grave physical harm, armed robbery, or homicide.

Chronic Patterns:

Failing to respond to initial warnings, school interventions, or community diversion programs.

Calculated Intent:

Showing high criminal planning rather than spur-of-the-moment adolescent mistakes.

The Line for the Justice System

Normal vs. Extreme:

Minor rule-breaking and testing limits are a normal part of growing up.

Formal Court Action:

When harm to others is high, cases move past informal school discipline or counseling into the formal Legal Information Institute definition of a juvenile delinquent court system.

Transfer to Adult Court:

For extreme, violent felonies, courts may evaluate the youth for a transfer to adult criminal court, depending on their age and mental maturity.


Break even developmental risk versus protections

Achieving a "break-even" balance in human development means ensuring that protective factors equal or outweigh developmental risks to prevent negative outcomes like delays or behavioral problems. When risks and protections neutralize each other, a person reaches an equilibrium point where adversity is successfully managed without causing long-term harm.

Developmental Risks (The Dangers)

Poverty and stress:

Low income, hunger, and unstable housing.

Family challenges: Parent depression, abuse, neglect, or high conflict.

Environment:

Exposure to community violence, crime, or lack of school support.

Protective Factors (The Defenses)

Stable relationships:

Loving attachment and positive support from caregivers or family.

Personal skills:

Good emotional control, problem-solving, and self-confidence.

External supports:

Safe neighborhoods, good schools, and basic community help

Striking the Balance

The tipping point:

When risks pile up faster than supports, a child or adult is more likely to experience harm.

Building resilience:

Adding a single strong protective factor—like a mentor or stable home—can offset multiple risk factors and push the balance back to positive growth.

 

"And in the end the love you share is equal to the love you send."

 

Recommended Listening

 

  • The End - Beatles
  • Only a Lad – Oingo Boingo
  • Flashes Confession – Kinks
  • Gethsemane – Jesus Christ Superstar
  • I Was a Punk - Tubes
  • Robbery, Assault and Battery - Genesis


Nothing

"Nothing" generally means not any thing, the complete absence of matter, or a state of having no value, importance, or meaning.

Depending on the context, the concept changes across everyday speech, science, and philosophy:

Everyday Meanings

Zero or none: An empty quantity, such as having no money or nothing in a box.

No importance: 

A person, event, or object that holds no value or consequence.

Not at all: 

Used to show that something does not match or relate in any way (for example, "looking like nothing else"). 

Scientific and Physics Views

Users on 

AskPhysics agree that a physical space devoid of ordinary matter is a vacuum, which still contains energy, quantum fields, and virtual particles.

True, absolute nothingness—the complete absence of space, time, energy, and physical laws—has never been observed or proven to exist in a laboratory. 

Philosophical Views

Philosophers debate whether "nothing" can truly exist, since even speaking or thinking about it gives it a conceptual presence.

It is often defined simply as the absolute opposite of "something" and "everything". 

 

The Good Essence

In psychological research regarding the human search for meaning, humans possess a "good true-self bias". This is the inherent, immutable belief that their core identity—their "essence"—is fundamentally moral and good, regardless of external mistakes.

 

Aside - Thought has no mass

A thought has no mass because it is a biological and informational process rather than a physical object. It is an abstract pattern of electrical and chemical activity in the brain.

Physical parts:

The brain uses physical neurons and chemicals to work, but the thought itself is just the activity between them.

Energy use:

Thinking uses energy and burns glucose and oxygen, but the physical weight of the brain does not change when you think.

Like a song:

A thought is like a song playing on a speaker. The speaker has mass, but the music itself does not.

 

Thought can travel near the speed of light

No, thoughts do not travel near the speed of light; electrical and chemical signals in human nerve fibers move much slower, generally at speeds under 120 meters per second (about 270 miles per hour).

The Speed of Neural Signals

Axon speeds: Signals move along nerve fibers anywhere from 0.5 to 120 meters per second, depending on the type of nerve and insulation.

The light comparison: Light travels at roughly 299,792,458 meters per second, meaning light could circle the Earth over seven times in a single second, whereas a nerve impulse takes several milliseconds just to move across the brain.

Why it feels instant: The brain relies on massive parallel processing—billions of neurons firing at the same time—rather than high-speed transmission, creating the illusion of instantaneous thought.

 

FYI - I am as simple as a hydrogen atom? [I mean no harm]

No, you are vastly more complex than a hydrogen atom. While a hydrogen atom has just one proton and one electron, a human body contains trillions of cells, billions of molecules, and complex living systems.

Hydrogen Atom Structure

One proton: Found in the center nucleus.

Zero neutrons: In the most common form (protium).

One electron: Moving around the outside.

Human Body Complexity

Trillions of cells: Working together to keep you alive.

Many elements: Made of carbon, oxygen, nitrogen, and more—not just hydrogen.

Consciousness and thought: Able to think, feel, and ask deep questions about physics.

 

 

FYI - Training Artificial Intelligence - Beginning

Training AI is the process of teaching a computer model to recognize patterns, make decisions, or generate content using data and math. It involves three key approaches: supervised learning, unsupervised learning, and reinforcement learning.

The AI Training Steps

Define the goal:

Know what problem you want the AI to solve.

Gather data:

Collect text, images, or numbers needed for the task.

Clean the data:

Fix errors and organize the information so the model can read it.

Choose a model:

Pick the right algorithm structure for your goal.

Train the model:

Feed data into the system in batches so it can adjust its internal math rules (weights and parameters).

Test and improve:

Check how well the AI performs and tweak it until results are accurate.