Wednesday, May 20, 2026

Imagination Number 5 – The Machine - By Keith Torkelson, MS

 

Imagination Number 5 – The Machine - By Keith Torkelson, MS

Start Circa 1997

 

The Net Affect – Good versus Evil

The philosophical and ethical debate surrounding "The Net Affect" of Good versus Evil examines whether our actions, decisions, and systems result in a net-positive or net-negative impact on society. It explores the interplay between ethical frameworks, societal moral judgments, and personal accountability.

 

Does who you side with good or evil dictate your character?

Not inherently. Character is defined by why you make your choices and how you treat others, not the team you are on. Siding with good or evil might define your reputation or alliances, but your true character lies in your personal morals, motivations, and daily actions.

 

Imagine I’m a human. Enough said!

Rex talk to them. Tell them a story. If you don’t I will. Indestructible! Over 40 years ago now I became an imaginary lithium coated machine, The White Veritech.  In doing so I became part of a construct I call The Machine: Protectors from those that would annihilate everything in the House of Order. The only thing the annihilators, giant flying enemy crabs, wanted was to acquisition, and propagate the blueprint of life as we know it on Earth, deoxyribonucleic acid or DNA.

The story moves to the development of an intriguing sci-fi synergistic weapon system, the Veritech. Next, we move ahead to a campaign which defined the fate of a population of fictional beings. And last we address content material on fantasy.

It was the 1960s and many television shows were still in black and white. The country was going to war with North Vietnam. I as a child was warring along with other kids using Army Men, War Machines, and mock guns. Yet it wasn’t the North Vietnamese or the North Koreans that we were fighting. We were fighting the Japanese and the Germans. In one last battle in our young minds we the Americans defeated both being a superior power for good on earth. Then we outgrew playing War.

I was interested with defense. Anything even nuclear stockpiling could be justified in the name of defending one’s homeland. Through all the upheaval of the 1960s one thing emerged. Although the United States was not for the most part remedying global threats in reality, the good guys were kicking some serious… in the realm of imagination.

On TV there was an interplanetary family, the Herculoids, which fought for the preservation of their home-world, Amzot, with great success. There were several super powered aliases, Prince Planet, and (TOBOR) The Eight/Eighth Man are examples. There was King Kong a huge biological with great strength and compassion. All of these and more fought to maintain order in some way or another.

From the beginning in that decade long ago I found this imaginary realm, animated cartoons, interesting, telling, intriguing, and entertaining. There were several storylines playing Saturday mornings and weekday afternoons. There was Magic, Superpowers, and The Machine of machines.

The Machine is an arsenal of machines of great technology immensely ordered in its form and function. The machine initiative fought imaginary wars. Yet in general the machine left an aftermath of order for the victor and chaos (Entropy) for the loser.

I was but a child during the 60s and many of the animated adventures that I so loved feature synergistic Machine(s), pre-eminently Gigantor the “space age robot”. Gigantor was a tall powerful, invincible, and robust robot controlled by a 12 year old, Jim, via a handheld joystick assembly. Gigantor could fly and supercharge his potential energy with solar energy utilizing a device likened to a Solex. In our fantasy world a Solex is an Iridium-based battery assembly.  Our Gigantor collects sun energy via a lithium solar sensitive (photovoltaic), absorbent paint-job.

Week after week watching the Gigantor Saga unfold, the most impressive thing was how demonstrating synergism Gigantor with the kid, Jim, they could obliterate armies of enemy people and representatives of bigger, seemingly “badder”, robots mid-stream or during the final encounter.

An interesting theme surfaced after I thought about the machine(s). The machine on our side nearly always won during the 60s. In other words, good nearly always triumphed over, staying, evil.

For 10 years I kept track of the tallies. During the late 70s the battle continued producing conservative more ethical tunes. Yet I never did forget those daily battles between good and evil of the 60s. During the 1980s I took my mind off TV concentrating on my studies. In what seemed like no time (3 Years) I returned to watching the imaginary wars for children in tunes. This time the synergistic machines, the likes of Voltron, were still winning.

In 1985 a surprising thing transpired, the machine lost and the life on a planet was annihilated.  It came during an episode of Robotech. Not even the synergistic Veritech could stay the dismal fate for planetary life. After watching the saga unfold morning after morning crab-like enemy spacecraft decimated a planet with a force so supreme that not a living thing survived. The end had come to a planets (good) populous in the realm of imagination.  The imaginary battles still rage today in the 2020s via video games, figurines, anime, animation, and cartoons.

 

Robotech

The Invid did not destroy a planet. Instead, their own original home-world was destroyed by the Haydonites (also known as the Children of the Shadow). Because the Haydonites feared the power of Protoculture, they attacked and devastated the Invid's first planet in the distant past. The surviving Invid eventually fled and settled on the planet Optera, which was later defoliated and ruined by the Robotech Masters.

 

FAQ - Are the Robotech Masters good?

 

Aside - Energy

Iridium Battery Technology (IBT)

There is no commercial battery entirely constructed of iridium. Instead, iridium plays a critical role as an advanced electro catalyst in cutting-edge energy storage and conversion systems, particularly in "liquid batteries" and hydrogen fuel cells.

 

Lithium Photovoltaic Paint (LPP)

Photovoltaic paint (or solar paint) is an emerging, experimental liquid coating that converts sunlight into electricity. By suspending nanoscale semiconductors—such as perovskite or quantum dots—in a liquid base, this technology allows virtually any surface, from residential walls to electric vehicles, to act as a silent power generator.

 

Metamorphic Iridium

In geology, "metamorphic iridium" typically refers to the extremely rare, native iridium (or iridium-platinum alloys) and Platinum-Group Minerals (PGMs) that form or recrystallize during the intense heat, pressure, and fluid interactions of regional metamorphism.

 

Iridium Economy

The Iridium Metal Economy (Precious Metals Market)

In material economics, iridium is one of the rarest, most corrosion-resistant precious metals on Earth. Its economic footprint relies heavily on its unique supply constraints and critical applications:

Supply & Demand: Primary production is highly concentrated in just a handful of deep mines in South Africa and Russia. Because it is a byproduct of platinum mining, supply is relatively inelastic and susceptible to geopolitical and mining disruptions.

Emerging Demand: Beyond traditional uses in spark plugs and specialty alloys, iridium demand is expected to increase due to the expanding hydrogen economy. It acts as a critical catalyst in Proton Exchange Membrane (PEM) electrolyzers, which are used to produce green hydrogen. Market Tracking: Iridium pricing is volatile and highly sensitive to supply chain bottlenecks. For authoritative supply models, price forecasting, and PGM (platinum group metal) market trends, access the SFA (Oxford) Quarterly Iridium Market Report.

 

Iridium Mining in the Grand Canyon - Fallacy

FAQ - Where on earth are the iridium rich layers (deposits) located?

 

Tolkienism – We Totally Ignore

Tolkienism is a term usually referring to J.R.R. Tolkien’s literary style, mythology, or his devoted fandom… or specific mythological accuracy.

 

Legendarium

The term "legendarium" most famously refers to the vast, connected body of mythological and fantastical works by J.R.R. Tolkien. It encompasses all of his writings regarding the history of Arda and Middle-earth, including The Hobbit, The Lord of the Rings, and The Silmarillion.

 

Good and Evil in Star Wars

At its core, Star Wars is a foundational modern myth built on a classic battle of good versus evil, represented by selflessness and the protection of life against tyranny, selfishness, and chaos. However, the exact definitions of what makes each side "good" or "bad" have evolved significantly across various narratives and fan interpretations.

 

What impact does Star Wars have on kids?

Star Wars impacts kids by serving as a modern moral fable that teaches core values like courage, hope, and friendship. It also acts as a creative catalyst for imaginative play, though the intense action can be frightening for very young children

 

Convergence of Fact with Fantasy

"Convergence of Fact with Fantasy" is a philosophical, narrative, and communicative phenomenon. It explores how objective realities and subjective imagination blur into a singular, shared truth.

 

Good and Evil in the Marvel Multi-verse

In the Marvel Multiverse, "good" and "evil" are rarely absolute. Instead, morality is depicted as a deeply subjective and fluid concept. Characters frequently cross moral boundaries, driven by subjective philosophies, trauma, or the belief that their destructive actions are justified for a "greater good".

 

Good and Evil on Netflix

Netflix features several excellent animated shows that tackle the classic battle between Good and Evil. Whether you prefer dark fantasy, adult comedies, or family-friendly superhero adventures, there are highly rated options streaming right now.

 

In animation is good or evil winning

In mainstream animation, good almost always wins. Studios like Disney, Pixar, and DreamWorks typically rely on "setup and payoff" storytelling, where good triumphs to provide a satisfying, hopeful conclusion for audiences. However, in darker genres like anime, villains or morally ambiguous characters frequently achieve victory.

 

Big O the meaning of: In the name of god ye not guilty

The iconic phrase "Cast in the Name of God, Ye Not Guilty" from the anime The Big O acts as a mecha's system authorization and absolution. It signifies that because the giant robot (Megadeus) was built in the name of God, its pilot is absolved of the sin of destruction when using it for righteous protection. It acts as a moral shield and a judge of character; if the pilot's intentions are pure, they are declared "Not Guilty." If the machine rejects a pilot with malicious intent, it will flash the words "Ye Guilty" and consume them.

 

Were all megadeus’ built in the name of God?

No, they were not. In the lore of the anime The Big O, Megadeuses (or Megadei) were built by humanity. They served various roles as ancient weapons, city defenders, or tools for conquering. Only specific "Big-class" Megadeuses (like Big O, Big Duo, and Big Fau) display the famous line "Cast in the name of God, Ye not guilty". The anime's director included this phrase as an homage to the swords of 17th-century executioners. It was meant to absolve the executioner (or pilot) of the sin of murder, essentially framing them as instruments of divine justice.

 

The Good and Evil of AI

Artificial Intelligence is neither inherently good nor evil. Like fire or electricity, it is a powerful tool whose impact depends entirely on human intent and regulation. While it promises unprecedented leaps in innovation, it equally carries massive risks in the wrong hands.

 

Enders Game

Ender's Game is a 1985 military science fiction novel by American author Orson Scott Card. Set at an unspecified date in Earth's future, the novel presents an imperiled humankind after two conflicts with an insectoid alien species they dub "the buggers". Humans win the war against the alien Formics (or "Buggers") by utilizing a young boy named Ender Wiggin to command the International Fleet. In the final, decisive battle, Ender bypasses the enemy fleet to fire a planet-destroying device directly at the Formic home-world, wiping out the entire alien race in one strike. The victory relies on a devastating deception: The Simulation: International Fleet command manipulates Ender into believing he is participating in a series of final, high-stakes combat simulations at the Command School.

 

Latest good versus evil animated features

The best modern "good versus evil" animated features offer thrilling battles between righteousness and malevolence, with stunning visuals and epic lore. These cinematic adventures—ranging from high-stakes martial arts quests to reimagined fantasy realms—stand out for their storytelling:

 

Sample Cartoons

The 7 Deadly Sins

The story of the Seven Deadly Sins follows a legendary group of exiled warriors who were falsely framed for plotting a coup against the Liones Kingdom. To clear their names, the warriors reunite with the third princess, Elizabeth, to defeat the tyrannical Holy Knights and take back the realm

 

Last Airbender - 96% liked this TV show - Google users

The world is divided into four nations -- the Water Tribe, the Earth Kingdom, the Fire Nation and the Air Nomads -- each represented by a natural element for which the nation is named. Benders have the ability to control and manipulate the element from their nation. Only the Avatar is the master of all four elements. The ruthless Fire Nation wants to conquer the world but the only bender who has enough power, the Avatar, has disappeared ... until now. His tribe soon discovers that Aang is the long-lost Avatar. Now Katara and Sokka must safeguard Aang on his journey to master all four elements and save the world from the Fire Nation.

 

Full Metal Alchemist

Fullmetal Alchemist is a critically acclaimed Japanese manga series by Hiromu Arakawa, serialized from 2001 to 2010, following brothers Edward and Alphonse Elric on a quest for the Philosopher's Stone to restore their bodies after a failed alchemical attempt to resurrect their mother. Set in a steampunk world, the story explores themes of sacrifice, morality, and family as they navigate a world of alchemy, military conspiracies, and homunculi. The series concluded with 27 volumes and has been adapted into two popular anime series, Fullmetal Alchemist (2003) and Fullmetal Alchemist: Brotherhood (2009). Themes: The story delves into the consequences of ambition, the meaning of humanity, and the bonds of family, featuring action, intrigue, and philosophical questions.

 

Can Jesus Occupy Alphonse Elrics Armor?

Alchemically, yes. If we view this as a purely theoretical question governed by the rules of Fullmetal Alchemist, a soul is a soul—whether it belongs to a historical/religious figure or an ordinary person. So long as a "blood seal" is drawn in the armor, the soul can anchor to it. However, looking at the physics and lore of Alphonse Elric's armor, there are several nuances to this idea: The Blood Seal: In Fullmetal Alchemist, binding a soul to metal requires a specific alchemical blood rune. Without Edward or a skilled alchemist applying the seal with the targeted blood, the soul will simply drift away into the afterlife. No Room for Two: The armor already contains Alphonse Elric’s soul. Because the magic specifically ties a single soul to a single suit of armor, there is no spatial capacity for multiple souls to share the vessel at the same time. Physical vs. Divine: If a divine figure's soul were placed inside the armor, they would take on the mechanical limitations of Al's vessel. The suit requires no food or sleep but is devoid of physical sensation and must avoid damage to the blood seal to prevent the soul from detaching. If you are thinking of a philosophical crossover rather than a strict alchemical one, figures like Edward Elric are sometimes discussed in theological essays as having "Christ-like" or Adam-like roles, but as a literal magical construct, it would be a "one soul per suit" rule.

 

Source of Armors in Full Metal Alchemist

In Fullmetal Alchemist, the most prominent suit of armor belongs to Alphonse Elric.  This specific suit was an antique piece previously owned by his father, Van Hohenheim, and stored in the basement of the Elric family home in Resembool. Origin of Alphonse's Armor Source: It is part of Hohenheim’s personal collection of antique armors, originally located in the family basement. Material & Design: The suit is a large, full-body plate armor with medieval and jousting aesthetics. Its specific backstory in the manga notes it is a specialized piece known as an "Ogre Head" armor.

 

Why Would Jesus Want Armor?

In Christian theology, Jesus does not need armor for his own protection, as he is viewed as the all-powerful Son of God. Instead, the concept of the "Armor of God" is a metaphor from Ephesians 6 describing the spiritual defenses He provides to His followers to withstand temptation and darkness.Theologically, this armor essentially represents the attributes and presence of Jesus Himself.

 

Animated “Bleach”

BLEACH (stylized in all caps) is a Japanese anime television series based on the manga series Bleach by Tite Kubo. It was produced by Studio Pierrot and directed by Noriyuki Abe. The series aired on TV Tokyo from October 2004 to March 2012, spanning 366 episodes. The story follows the adventures of the teenage Ichigo Kurosaki after he obtains the powers of a Soul Reaper—a death personification similar to the Grim Reaper—from a Soul Reaper named Rukia Kuchiki. His newfound powers allow him to take on the duties of defending humans from evil spirits called "Hollows" and guiding departed souls to the afterlife. In addition to adapting the manga series it is based on, the anime includes original self-contained storylines and characters not found in the source material.

 

Dragon Ball Series

The Dragon Ball franchise, created by Akira Toriyama, spans multiple anime series, manga, and films. The core chronological viewing order starts with Dragon Ball, follows with Dragon Ball Z (or the streamlined Dragon Ball Z Kai), continues through Dragon Ball Super, and features the latest canon entry, Dragon Ball Daima.

 

Mortal Kombat Anime

No, Mortal Kombat is not an anime. It is an American media franchise created by the video game company Midway Games (now NetherRealm Studios) and owned by Warner Bros. Discovery. While it has spawned several animated adaptations, they are produced by Western studios.

 

Cowboy Beebop

Cowboy Bebop is a Japanese neo-noir space Western anime television series that aired on TV Tokyo and Wowow from 1998 to 1999. Created and animated by Sunrise, it was led by a production team of director Shinichirō Watanabe, screenwriter Keiko Nobumoto, character designer Toshihiro Kawamoto, mechanical designer Kimitoshi Yamane, and composer Yoko Kanno, who are collectively billed as Hajime Yatate. The series, which ran for twenty-six episodes (dubbed "sessions"), is set in the year 2071 and follows the lives of a traveling bounty-hunting crew aboard a spaceship, the Bebop. Although it incorporates a wide variety of genres, the series draws most heavily from science fiction, Western, and noir films. It explores themes such as existential boredom, loneliness, and the inability to escape one's past.

 

Samurai Jack

After being sent into the future by evil wizard Aku, young samurai Jack makes a quest to return to the past and undo the destruction caused by the wizard. Along the way Jack enlists allies to defeat some of Aku's henchmen and other villains before getting to the top dog to defeat him and find the portal that can return Jack to his own time. `Samurai Jack' was created by Genndy Tartakovsky, who had previously created `Dexter's Laboratory', one of Cartoon Network's first original series.

 

Star Wars Animated Features

The Star Wars franchise boasts a rich catalog of animated features, series, and short films. While only one fully theatrical animated feature exists, Lucasfilm has produced several standalone television movies, mini-series, and sprawling anthologies that are essential to the broader galaxy's storytelling.

 

Theatrical Film Star Wars: The Clone Wars (2008): This computer-animated film served as a theatrical pilot to kick off the hit television series, following Anakin Skywalker and his new apprentice Ahsoka Tano as they attempt to rescue Jabba the Hutt's kidnapped son during the early days of the Clone Wars.

Television Movies & Micro-Series

Star Wars: Ewoks (1985–1986): A classic 2D animated series, two made-for-television movies were also adapted from its universe:

The Haunted Village (1986)

Tales from the Endor Woods (1986)

Star Wars: Clone Wars (2003–2005): A 2D micro-series created by Genndy Tartakovsky. It bridges the gap between Attack of the Clones and Revenge of the Sith, following the Jedi as they lead the Republic army.

Star Wars Forces of Destiny (2017–2018): A 2D animated micro-series consisting of short, standalone stories focusing on the heroic women of Star Wars, such as Rey, Jyn Erso, and Padmé Amidala.

Anthology & Short Series

Star Wars:

Visions (2021–Present): An acclaimed anthology series where top Japanese anime studios and other global creators offer non-canon, highly stylized, and culturally unique takes on the Star Wars mythos.

Tales Platform (2022–2025): Created by Dave Filoni, this critically praised animated miniseries format explores the backstories of various prominent characters. It includes:

Tales of the Jedi (2022)

Tales of the Empire (2024)

Tales of the Underworld (2025)

Mainline Series

In addition to the one-off features and anthologies, the franchise features several multi-season animated epics that vastly expand the canon:

Star Wars: Droids (1985–1986)

Star Wars: The Clone Wars (2008–2020)

Star Wars Rebels (2014–2018)

Star Wars Resistance (2018–2020)

Star Wars: The Bad Batch (2021–2024)

Star Wars: Young Jedi Adventures (2023–2025)

Star Wars: Maul - Shadow Lord

For tips on how the animation style of Star Wars has evolved over the years:

Star Wars animation has evolved from stylized, angular 3D in The Clone Wars to deeply cinematic, textured realism in The Bad Batch, while also exploring diverse anime aesthetics in Star Wars: Visions. This progression highlights Lucasfilm's push to balance evolving storytelling tones with cutting-edge visual technology.

 

Is anime real?

Anime is fake. It is a style of animated entertainment (like cartoons) originating from Japan, which means the characters, powers, and stories are completely fictional.

 

Will AI be able to create AI?

Yes, AI can absolutely be used to create other AI. Today, large, powerful AI models and specialized platforms can automatically design, fine-tune, or code new AI systems. Here are the primary ways it is done: Automated Machine Learning (AutoML): Algorithms (like Google's AutoML) and platforms use AI to automate the design, testing, and tuning of new machine learning models, essentially allowing AI to build its own "children" models. AI-Generated Code: You can use coding assistants to prompt an AI (like ChatGPT or Claude) to write the complete Python scripts, frameworks, and logic needed to build and deploy a brand-new AI agent or web app. Model Fine-Tuning: Large models can be instructed to generate synthetic data or fine-tune smaller, open-source models for highly specific tasks like audio processing or data monitoring. For an inside look at using AI app builders to conceptualize and test AI workflows instantly:

 

FYI - Can Robots create Robots?

https://news.northwestern.edu/stories/2026/03/evolved-robots-are-born-to-run-and-refuse-to-die

These robots are born to run — and never die

AI-designed met machines run in the wild, recover from damage and transform into new shapes

March 6, 2026 | By Amanda Morris

 

Will drones be able to think for themselves?

Yes, drones are rapidly moving from being remotely piloted to thinking for themselves. Thanks to onboard Artificial Intelligence (AI) and edge computing, modern drones can now map, navigate, identify objects, and adapt to unpredictable environments on their own, all without needing a GPS connection or constant human input.

 

What is the next step for Aura the Robot?

Sphere Entertainment (Las Vegas)

For the life-size "spokesbot" located in the grand atrium of the Sphere in Las Vegas, the next step involves ongoing experiential evolution. As she interacts with human guests, Aura's underlying AI is designed to continuously "learn" about human behaviors, humor, and emotions over time, allowing her to advance her conversational capabilities and answer increasingly complex engineering and trivia questions.

 

What is the future of Atlas Robots?

The future of the Boston Dynamics Atlas lies in large-scale industrial manufacturing, complex material handling, and "Physical AI." Backed by Hyundai, the all-electric humanoid is transitioning from an impressive R&D project into an enterprise-ready workforce solution designed to take on physically demanding and dangerous human tasks.

 

Gigantor

(Tetsujin Nijūhachi-gō; lit. "Iron Man No. 28") is a 1963 anime adaptation of Tetsujin 28-go, a manga by Mitsuteru Yokoyama released in 1956. It debuted on US television in January 1966. As with Speed Racer, the characters' original names were altered and the original series' violence was toned down for American viewers.[1] The dub was created by Fred Ladd distributed in the US by Peter Rodgers Organization.

 

Eight Man

8 Man, Eightman, or 8th Man is a manga and superhero anime created in 1963 by science-fiction writer Kazumasa Hirai and manga artist Jiro Kuwata. 8 Man is considered Japan's earliest cyborg superhero, predating Kamen Rider. The manga was published in Weekly Shōnen Magazine and ran from 1963 to 1966.

 

Cyborg

A cyborg (short for "cybernetic organism") is a being that integrates both biological and artificial parts. Coined in 1960, the term originally described modified humans capable of surviving in space. Today, it spans everything from restorative medical implants to speculative sci-fi enhancements.

 

FYI - Newer Good versus Evil Cartoons (Anime)

 

https://www.google.com/search?q=Newest+Good+Versus+Evil

 


FYI - Star Wars Time-line

https://www.reddit.com/r/StarWars/comments/17mbnti/yall_liked_my_last_years_timeline_so_here_is_a/



1960s Cartoon List

List of animated television series of the 1960s

https://en.wikipedia.org/wiki/List_of_animated_television_series_of_the_1960s

 

 

Close on Fantasy Metals (List)

https://list.fandom.com/wiki/List_of_fictional_super_metals

 

  • Adamantium
  • Beskar
  • Mithril
  • Vibranium
  • Uru

 

The End

999

-30-

Sunday, May 10, 2026

Legacy Prose by Keith "Buster" Torkelson, MS

 


Dear God,
 
Where is - Are you?
Are you with me tonight?
 
God is stretching
Out his spirit
To reach me, tonight
From his center of All
 
Is he with Candace also?
Craig?
Kevin?
Lanaii?
Christ-ine?
 
Is God in King-size
With Mom and Dad?
 
I’m finding God may not be in me
Yet above, about me
Possibly with my Essence of Pre-conception
 
Feeling some warmth
Feeling some hope
I feel some authentic Love?
 
What?
Am I actually here for?
What has been and might be
My singular contribution
Of merit
Of record
On this World
 
Can God be in our plane: x,y,z
In our existence
About our commonalities
 
Am I here?
Am I here to enjoy?
Giving?
Taking?
From her, big mother Earth
 
God’s Time or Time separate
Our Life or Life apart
 
God
I ask you?
What now should I do and
Not ever do again?


Never have we appreciated his face
Maybe
Because
I’m inside him
Can’t see outside
 
I am like an 80s ribosome
In one of Gods
Hepatocytes
In the liver of God
 
I help him to make
Things
Over which he has
Indirect control
Over me and mine
 
I believe if he dies
As Nietzsche supposed
I may pass to
Moving next door to
Nothing’s domicile
 
Life is infinity
With an exponent of zero
One
Our constancy fades to
Nothing degrees Kelvin Land
 
And now a new “One”
Might ascend
To the throne
Of a future
Kingdom
 
Oh!
Yes, I believe
In
God
Amen, So Be It


God
Help us…
I am listening to
James Bond (JB) themes
 
To one
I played
I danced
With Ms. Bunny Rabbit
She liked it
 
Rock’ in with Mr. Hound Dawg
He like it
Now we be rock’ in
To J.B. jazz
 
I went and obtained
Some more brews
My life is such a trip and fall
Used to be depressed
Now
Some good time
 
Let me fill ‘em up
Some of these paginas
Aqui
Yo estoy aqui
 
Ah
Miracles
Called
853-1212
Its 1:34:50
That time lady
Just never grows old
 
I don’t even know
Where I am going
Or what to do
 
Considering
Going to the NA meeting
At South Coast Hospital
Tonight
It is East Meets West
Meeting at eight
 
After I am returning home
Sleep at nine fifteen
 
No drinking
So I can drive sober
No sense getting busted
Going to a meeting
 
Let us talk
NA
That is Narcotics Anonymous
For the novices
 
In reality, to truly be clean
I need to give up all forms of drugs
Alcohol, nicotine, and caffeine
In addition, I need to sublimate
 
Sleep then running
I used to run like a cat
I really enjoyed that
Feeling rather strong
 
Now I can’t even handle the possibility
Of getting my heart going
From a very cold stop
Yet as Jack Terrill stated
From Russia with Love
Suffering must be so we can
Know pleasure
 
But I am Mellow dead
And I cannot even think
“About Saffron”
Now that is a derailment
When am I going to start again
Learning to write, right
No that is wrong
After a sixar
I be sleepin
I am carrying a slight buzz
I only live once!
 
My kidneys hurt
In the mornings
My brain hurts
In the morning
 
But I feel good dancing and singing
Good at this moment
Cause I really have lived once
And I pray I can stop
Before I’m dead
Not looking to tomorrow
I am in “the second”
Earth, please, help me
With this next life
Cause I do not want to like die again
 
Let me kill this schizoid paradigm
Or doctrine
“Reality Testing Intact?”
I’m writing for pleasure
And salvation
 
And if the fates decide
I die, I’m dead
I want to go away
And awaken on a day
Without habits
And urges
To smoke, drink, dip
 
The genes are working against me
Some say
I wish to mourn like a
Grazing animal
An antelope
Or maybe an Aurochs
Pissed I be at “The Fates”
 
I have no true mythology
Ah!  Yes!
I be lying to myself
Cause at times I
“Ain’t nothing but a hound dawg”
Am I King of Dawgs?
 
Do I feel you with me?
The loyal bugger she was
Henry the “Little Lost Dog”
AKA Perodita, Lady, Pare, Hank
A love in my life
I hate it when something dies before me
 
I loved girls once
I think
What will I do for one?
Not Die
 
Looking for electro-love
I reached a few in time
With some I believe we had a thing
Called “Radar Love”
“No More Speed I’m Almost There”
“Not Quite Right”
 
Wishing to
Make a “Love Connection”
After death?
For sure I will connect back with
Mother Earth
 
I try not to make you guess
Zolada means Gold in Polish
I think
I had a little Gold once
I pounded it to a lump
I marveled at it
Then sold it
 
Females
I have observed thousands
What do Men See?
I know what I see
Some things are stimulating
The forms and grace
The “I want you to look at me non-verbal cues”
Like pumps
 
God thank you for the last girl
Some girls are best seen
Geologically
Mother Earth
She be
The biggest and possibly
The best girl I know
 
Traditional and contemporary at the same time
A real go-getter
Men be there and meet the dirt
Yet run there as slow as you can
Unless you are under unbearable pain
Signed TorkASaurus
REX for short
 
Onward Christian Soldiers
To the last pagina
Pagina de musica
Grandiloquence
Embellishment
Ethnic
 
Why do writers write?
They hate the return key
To always look for
The missing link
 
I know what that is
You don’t?
What do you know?
Cause I don’t
Oh! I gather what it is to know and use
Is empathy and compassion
For those who never had a chance
Born to hell
And only going deeper!


This song is for people
It’s for people like you
 
This song is for the ordinary
Civilian and soldiers to
 
This song is for those alive
Who can actually read it
Like you, some others, and me
 
This song is for the
Successful
In whatever that may be
 
This song is not just for Mel
Or Madonna
Though this song they could sing
 
This song is for parties
Especially those that encourage you
To sing for All to hear
 
This song is for people
Americans, Soviets, as well as the rest
 
Mostly
This song is for authentic friends
Like me and you
Like me and you
 
You and Me!
Us


I’m finding her so attractive
Her lips taste great
I’m in a sort of
Love with my
New friend
 
Maybe she will become my
Girlfriend
Hasn’t had one for a long time
Not really since Katy & Leanna
 
This new girl
Her name is Jody
I really thank her
 
For making the first move
Ending my paralysis
And the untouchable
 
I’m thinking of her right now
Of course
Deep inside me
That part seems to connect
With her
 
I think she knows me better
For better or worse
Often
Cuts me slack
Lets me take two steps back
Into the light of reason
 
Thinking
That Mr. Jones knows her song
Better than I
Because she counted crows
Before me
 
In a manner I identify
A bit
With
Mr. Jones
 
I take it he says to me
Get close to her
Yet retain comfort
In a way her first move
Was a remedy
For my condition called
Never going to move first…
 
She said “Kiss Me”


As I hear your whispers
Sometimes I am lost
 
Trying to do right by you
I know its good
When I see your smile
When I see your smile
I elevate to feel glad
 
At times I feel
I am not clear
I try to help with the goals
You are trying to attain
 
In my best moments
I will give you aid
I will offer you inspiration
Yet I know you will make it
Anyhow
 
I think that I am honored
To be your friend
Yet to tell the truth
You often scare me
 
If some of your
Sad faces could speak
Without an attack
Maybe I would not get trashed
By your truth
 
Even if apart
I believe
That I will always be
Your complement
 
And in the events
That you
Release that temper
I hope myself composed
That I may remain cool
And listen, and possibly act
On your requests
 
I can close my eyes
Though you are not here
I see you
Especially your full lips
 
Often I feel slow
When addressing
You
Yet there is so much for me
Still to know
Always learning with regards
To you
 
You’re not the best teacher
Am I helping you?
My goal is to reciprocate
Offer you new options
I’ve tried to help you
From the first we met
 
I have reservations
Because of our pasts
I wish that my attraction
May keep us on track
 
One final word
A compliment
From a complement
Katie you are beautiful


I was born
In spring of ‘59
In the Golden Valley
Of Minnesota
 
I took my first breath
Reportedly
Sometime near 9 pm
On Sunday
Easter Sunday
March 29
 
About three years later
I sort of died
My sister
Christine
Pushed me away from
Her in the Pacific Ocean
At Huntington, California
 
The water was well over my head
She had dragged me out
Past the sandbar
On my own
I sank
Once
Struggled to the surface
Just to sink again
 
I woke up on the beach
On my side
With the saving
Lifeguard peering over me
 
On the bottom
Just after I had gulped the water for air
The adrenaline gave me a warm peace
I died for a moment
Gone no memory
Until the beach
Thank you Chris
 
Years went by before I came close
To dying again
Somewhere around 1979
I had drank a little more than usual
I lay down and I already felt
Overdose and the main volume
Of EtOH had not even been absorbed
 
I fell unconscious
A light unconsciousness
Yet soon I felt
A squashing
The Weight of the Devil
I felt on my chest
So hard it stopped my breathing
 
I faded away
Till uncle Pat found me in spirit
And led me back
 
I awoke in the morning
Just knowing how close
I came to not
 
Two close to deads
In the first half of life
I had hopes of all hopes
That these were the end
 
Until the true end
Me, at a ripe old and golden age as a sage


I really wish to die
Actually be euthanized
Tonight at eleven pm
 
I have a simple request
That the mediator
Provide me with a dying dog
 
No
It’s not the dog that is dying
It’s a dog to die with
To hold during the passage
 
So I may feel in my
Last
Warmth and comfort
Peace and calm
And in the final moments
Relieve my life’s pain
 
Miraculously she takes
What not they have offered to bare
As she, my dying dog, nestles
Near my heart
 
I’m thinking right now
That the
Dying dog, a girl
Small dog
Lovable and loving dog
Is with me I wish
To release, pass
And dissociate
 
To die with something
From which I can feel
Real love
From her
This dying dog
 
Now to God I pray
Please send me my
Dying dawg
And a skilled euthanist
Now
Before hell returns
As losing control
Of my mind, heart, body, and soul
 
Amen, So Be It


I awoke this morning
With my kitten
A real pal
He is
This kitty
Who maybe I will name
Serenity
 
I watched the sky
Clear to blue and
Crystal clear after a rainstorm
 
She is out there
The beauty I need
The girl to share
My bed and home
And my peculiar wealth
 
I’m needing love
With which I
Will kiss her carmine lips
Caress her spirit
Will listen and learn
Of her odyssey on this rock
Our mom, Earth
 
I will offer a rose
Smelling so sweet
A rose of white it shall be
For purity
 
Then propose in my manner
To commit for life
To care
And be kind to her
 
Her name is “True”
She can stand alone
Though she reaches
Over to me
For
Honesty
Loyalty
Patience
 
I can tell her what I feel
For real
Glad
Sometimes mad
 
I’m hoping to never hurt her
Yes that is my ideal
 
With her I will dwell in
Yet another house
A home in a home of
Of God the Father
 
I ask him to
Give me away
And may we discover love
Everlasting
Not even in
Death
Do Us Part
 
Cause we will then
Be one and another
In the kingdom
My queen
And
I
The woman of my dream
 
Now back
To that
Cat
That sits purring on my chest
A slip this was into
A dream of the day
A daydream



I invite your being
To visit again
We share space
I can’t see you anymore
Because you’re passed the point
Of unlikely return
 
I ask you
Is this His water you drink?
Do you release it changed?
In composition
As we do
Here in 3D (Death-Disaster-Disease)
 
You move towards
Me for a day
Then passing
He let you die
I dream you were in no pain
 
We remain behind
In this potential
Heaven on Earth
 
You awaken
In a new home
In his
Holy Kingdom
 
We remaining here
Sleeping
While you celebrate
Release and
Meditate
On his principles
 
You might feel
We taste
You may touch
We smell
Do you still hear?
 
I believe I am
Beginning to see
My nature of being
We are A-men
Short lived
Possibly eternal
 
Know in a manner
I loved you
As I loved no
Other
 

Oh! Lord
Hear these words
Of mine
 
Today I am looking
For love
I have been searching
All my life
From the day I open my eyes
 
Lately I discovered
That you
Lord
May be the one
I needed and need
The most
 
Oh!
Lord
Hear these words
Of mine
 
Offer me patience
Infinite
Because I just feel
The best
Is yet to come
 
In time will you
Show me
“The Way”
And your way
 
You I believe are
The One
All
The one who feels
Just – Right
 
Amen



They took me by storm
I entertained them with notions
Notions of a planet of love
Love energy
Energy to conquer all pain and evil
 
I am on the payroll
The company is called All
Except Nothing
Nothing is another
All-together
 
I fly the banners for
The God of All
The Son of God
The Mother of God?
Or the Mother God created
Earth
 
I’m saying to you
Earth
I wish to help preserve you
Transfer as those Celestine’s say
Positive energy
 
Energy from beyond
Energy that begets order
And the order that
Begets energy
 
They took me by storm
Those men, plus
Implying that
I may have got the time
 
Time to
Heal, grow and evolve
To stabilize in security
And find psychic unity
To be One
 
Impossibly
Though
Not to be “The One”
That thought was a
Big mistake of mine
Pointed out for me
In a visit from the Men, Plus


Many times
I’m sitting
Up
Eating my environment
 
Amusing
 
Many times
I’m lying
Down
My environment eating
Me
 
Fun
 
Now
Having more
Energy
Thinking more or
Less
 
Need joy and mirth
To delight in mirth
Need time for laughter
Jollity
Glee
 
Now I harness much, less pain
And things that drain
Me
In reality
Still not
Joyful
But breaking through the bluntness
I feel
Some pleasure
 
Now for me
That pleasure is
Treasure
Tossing out
Much of the old
Working
Turning over
Acquaintances
 
Gathering and mustering a new
Hope
A new order
A new economic plan
A new deal
 
Reforming and creating
In the name of light
That identifies what
I really need now
To Succeed
 
Satisfaction
In obtaining
And retaining
Security
And a promise that all will be well
 
Before, at, and after
The END…



I release emotionally
I release spiritually
Both
In the Realm of Contrast
 
I now know
My differentials
 
Beginning
To feel the better feelings
Even pleasure from time to time
 
Yet I am still inundated
Feeling the harsher feelings
 
Deep sadness
Strong anger
I see no catharsis this week
 
Grateful though
For the healing I found
And received
 
Less pain coming in
More pain processed
Into passions
Especially a passion for healing
 
I never can seem to cry anymore
Even when indicated
I must
 
I haven’t had the positive antilog
Balancing my painful feelings
And the pain itself
 
I have little pleasure
To negate the pain
 
The contrast
Feeling the differential
Would bring tears to a normal
 
No sense of permanence
To counter the loss, the sadness
The frustration
 
Little peace or serenity
To contrast the anger
Little health
To contrast with
My hurt
Little love
To contrast and kill the fear
 
No catharsis in
My visions
Today


Thinking
My neighbors downstairs are moving
Their teeny girl
Playing the bassy music
Rumbling through my floor
 
Driving me bonkers
I hope a quiet group
Moves in below
In 187
 
Now
In the in between time
It is wonderfully peaceful
Downstairs
And up here in 287
 
Had a wild dream
I had a bug
A cat
In a tenement
 
Now
I have downed
Nine beers
At best
I will get sick
 
This alcohol is
Such non-sense
 
Hope to score
Some bong-hits
Manana from GG
In Orange
 
A stoned KET
How will Joan
Take him?
Like the girls before?
Wendy and Katy


I called my girl
Joan
A moment ago
Eight ‘o five AM
She answered
 
I said, Hi!
 
She said,
I know you are real busy
Starting your new life
I am starting
My new life
This morning
 
She said,
I wish you the best
Of luck
Keith…
 
Then a click
And she hung up
 
I feel lousy
Very sad
Tears forming in my
Eyes
 
Why did she do that?
Cause she was afraid?
That I would do it
Maybe
 
Joan
I hurt before you
Got hurt with you
I try not to hurt others
Cause I am hurting
As you have
 
I actually liked her
At times wanted
To be
With her
Till the end…



I Never really laughed much
Remembering comedy
And comedians
At The Laugh Stop
In Newport
 
They could get me
To laugh
Laugh
Till
My gut ached
 
I don’t laugh much
Anymore
I think laughing
Really stopped
 
For the
Haldol Man
And the
Navane Crawley Man
 
Right now
It is August
Thirtieth
Two thousand
And two
 
Though
I don’t laugh
Much
I have a lot to be
Happy about
 
Yet I wish I could really
Let out a good healthy
Hearty
Laugh!



Holy - Holy
Girl energy
Magnificent
Stupendous
 
An exclamation part
The power
And the glory
 
How did they begin that song?
Ponytails in gales
Hair down to their rears
 
Smokin
Only on Saturdays
That prime spot
And the floor exercises
 
The girl
Her energy
And me
 
With forms that only complement
Their girlish minds
 
Working for
Touch Co. Unlimited
Please squeeze me as I am
Warm and fuzzy
 
Where do we go now?
Stimulate our senses
OO-OO that smell
My memory of her grows stronger
As the day extends longer
 
Our hearts on fire
Setting free
That - Girl energy!


Thursday, April 16, 2026

Functioning 2026041601– By Keith Torkelson MS, BS V Torkel

  


Contents

  • Codes
  • GAF Summary - Data
  • Development Stream
  • Dis-functioning and Mal-Behavior Score 10 Items (LSF)
  • Social Behavior Benefit Status Score 15 Items (HSF)
  • Content
  • Timeline – Key Events & Major Milestones
  • Signs & Symptoms Screener 9 Items (LSF)
  • Severity of Symptoms Qualitative
  • Content
  • Functionality Comparison
  • Excerpts from 2 Articles





Note
20170602-F: Copied as whole into: Assess_GAF_17060204_Results
 
Global Assessment of Functioning (GAF) – Axis V – History
Result - Functioning/Severity of Symptoms

Date

Eligible Professional

Result

Note

2011 AVG

Alan Vu, MD

60/65

Registered student @ Cypress College, Outcome 4.0 GPA

201201

 

 

Non-sleep Able Environment Cascade

Begin Catastrophic Losses

20120319

HCA: Wilfert, MFT II

40/NR

 

20120420

Ravinder Singh, MD

30/NR

 

201205

“Doctor” Daniels

 

Temp practitioner

Fails to sustain Clozapine

20120518

Thymes, MD

ER Doctor

NR

Not Reported

20120607

Bum-Soo Lee, MD

35/45

Western Med Anaheim

Prescribes Restoril to compensate for no Clozapine

 

During 2012

Unknown

 

SSA Declares Lower Functioning & Cannot manage money

2013 May

DSM Changes

 

GAF Dropped

During 2014

Bum Soo Lee, MD

 

 

“You look better”

“You are a nice guy”

20160815

Self-Score

70/NR

 

2018

Rimal B Bera MD

 

New doctor does not report GAF, SOFAS or WHODAS

20251015

Rimal B Bera MD

78/NR

Asked him to report

 

Table of GAF Scores for Keith E Torkelson (2011-2025) – Last Updated and Reviewed: 20260415-W:


Shared In
05_Daily_Assess_Satisfaction_18081301_OCHCA
GAF (MSG) Adaptation - Impairment Summary (GAF-MSG-Beta 9 Item Screener)

 

Assessment Considerations

 

  • GAF
  • GAF Derivations
  • SOFAS
  • WAI
  • WHODAS

 

Quantifying Gains and Losses

Impact of Losses versus Gains

Losses have a greater psychological impact than gains, a concept known as loss aversion, where the pain of losing is often twice as intense as the pleasure of winning. While gains feel good, losses drive stronger emotional responses, often causing people to act conservatively to avoid losses, even at the cost of potential gains.

Development Stream


Table - Behavior Inventory – Functionality
GAF (MSG) Adaptation
Dis-function Assessment 10 Item Screener
Buster Evaluating Buster


20200406-M: Low Scores are Favorable

Progress setting things Right

Progress setting things right is characterized as a process of continuous, incremental improvement rather than a single, perfect leap. It involves taking "messy action" to correct mistakes, learning from failures, and focusing on consistent forward motion over perfect execution.

Baseline for Corona Scare

As of April 2026, COVID-19 shows low, stable activity with nationwide declines in infections, though it remains a lingering threat with seasonal surges. Over 99% of the U.S. population has some immunity, meaning the virus generally causes less severe illness than at its peak, shifting the focus to protecting high-risk individuals.

Metadata > [ORIGIN]
04_Case_Study_Mikel_Roby_19052901_Notes I
13_Media_Case_Mikel_Profiling_19081202_Working V2020
 
Table - Behavior Inventory
Social Behavior Benefit Inventory 15 Items (Functionality)
HSF = High Scores are Favorable
Buster scores Buster


First Generated: 20190814-W: 20200406-M: Baseline before Corona Threat

Catastrophic Baseline at time of catastrophic losses

A "catastrophic baseline" at the time of catastrophic losses refers to the new, elevated level of expected losses that insurance companies and risk managers must now use for forecasting, as historical averages are no longer adequate to predict the frequency and severity of modern disaster events.

A Medical Necessity

Medical necessity refers to healthcare services or supplies needed to prevent, diagnose, or treat an illness, injury, or its symptoms, adhering to generally accepted standards of medical practice. It must be clinically appropriate in type, frequency, and duration, and not primarily for the convenience of the patient or provider.

Meaningful Engagements

Meaningful engagement is the respectful, equitable, and active inclusion of individuals—particularly those with lived experience—in decision-making processes, shifting power from institutions to people to improve outcomes. It transforms participation from passive consultation into collaborative, purpose-driven action that values diverse expertise, fosters trust, and builds relationships.

Aside - Impact of Corona Scare

The "corona scare" (COVID-19 pandemic) caused a 25% increase in global prevalence of anxiety and depression, driven by isolation, fear of infection, and financial stress. It profoundly impacted mental health, particularly among women, youth, and healthcare workers, while triggering massive economic disruptions and a shift to virtual communication.

Life-Long-learner

Graduate Programs ...A lifelong learner is an individual who voluntarily and continuously pursues knowledge for personal or professional growth, driven by curiosity rather than necessity. This mindset embraces learning as a lifelong journey, utilizing both formal education and informal experiences to adapt to change.


Aside - 20190812-M: Update in the face of Mikel


GAF Interpretation

71-80

If symptoms are present, they are transient and expectable reactions to psychosocial stressors (e.g., difficulty concentrating after family argument); no more than slight impairment in social, occupational or school functioning (e.g., temporarily failing behind in schoolwork).

61-70

Some mild symptoms (e.g. depressed mood and mild insomnia) OR some difficulty in social, occupational, or school functioning (e.g., occasional truancy, or theft within the household), but generally functioning pretty well, has some meaningful interpersonal relationships.

Catastrophic Loss as Indicated by Global Assessment of Functioning (GAF)

A Global Assessment of Functioning (GAF) score of 40 or below indicates severe, catastrophic impairment in functioning, social, or occupational areas. Scores in the 1–30 range suggest severe danger of harm to self/others, inability to communicate, or gross impairment in daily living, often requiring hospitalization.

Catastrophic Loss as Indicated by Incarceration

Incarceration represents a catastrophic loss, causing profound, long-lasting damage to individuals, families, and communities, often creating "collateral consequences" that extend far beyond the initial sentence. It results in severe mental health deterioration, such as PTSD and depression, economic ruin, broken family bonds, and lost opportunities for housing and employment.

DSM-5

The Diagnostic and Statistical Manual of Mental Disorders, 5th Edition (DSM-5) is the standard classification of mental disorders used by mental health professionals in the U.S. and worldwide, published by the American Psychiatric Association (APA). It provides a common language for diagnosis, outlining criteria for each disorder to improve consistency in clinical practice, research, and insurance. The most current version is the DSM-5-TR (Text Revision), published in 2022, which includes updates and clarifications to the original DSM-5.

SOFAS

The Social and Occupational Functioning Assessment Scale (SOFAS) is a 1-100 clinician-rated scale measuring an individual's level of social, occupational, and school functioning, specifically excluding the severity of psychological symptoms. It was derived from the GAF scale, with higher scores (91–100) indicating superior functioning and lower scores (1–10) indicating severe impairment.

WHODAS

WHODAS-The World Health Organization Disability Assessment Schedule (WHODAS 2.0) is a 12- or 36-item tool used to measure health and disability across six functional domains (cognition, mobility, self-care, getting along, life activities, and participation). It assesses difficulty over the past 30 days, producing a score from 0 to 100.

Retirement of the GAF

The Global Assessment of Functioning (GAF) scale was officially removed from the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5), released in 2013. It was replaced due to concerns regarding its conceptual clarity, questionable reliability, and lack of clear guidelines for use in clinical practice.

Workability Assessment Index

The Work Ability Index (WAI) is a validated questionnaire-based tool used to assess an employee's perceived ability to perform their job, considering health, mental resources, and job demands. Developed by the Finnish Institute of Occupational Health, it rates work capacity on a 7–49 point scale, categorizing results from "poor" to "excellent" to guide occupational health interventions.

 


What is the hallmark of a mental health episode?

The primary hallmark of a mental health episode, particularly a psychotic episode, is a loss of contact with reality. During this time, a person's thoughts and perceptions are severely disturbed, making it difficult for them to distinguish what is real from what is not.

Does hospitalization delineate a mental health episode?

Yes, hospitalization is generally considered a definitive marker of an acute, severe mental health episode. It serves as a clinical threshold indicating that an individual's symptoms have become too severe for outpatient management, posing a safety risk to themselves or others, or resulting in an inability to function.

Reality Testing Intact

Intact reality testing is the psychological ability to accurately distinguish between internal mental experiences (thoughts, feelings, perceptions) and external reality. It involves recognizing hallucinations or delusions as false and maintaining an accurate, logical orientation to the world.

Matrix - Severity of Symptoms – Tracker

“How are your symptoms”?

Table – Severity of Symptoms for Keith E Torkelson

Notes - 20140311 – TU – Appointment w/BS Lee MD
GAF - NSR = Not Spontaneously Reported
About Moving > “It is up to you”
Wellbutrin PRN trial denied
“How Satisfied Are You” Assessment Results
201606 – Titration off Ativan


Matrix - Severity of Symptoms – Tracker - Qualitative
“How is your situation”?
20160811-TH:


 FYI - HRE = Health Related Engagements

 

How is it treatment days?

Treatment days, particularly for cancer or chronic illness, are structured in cycles consisting of active treatment (drugs or therapy) followed by a rest period, designed to manage disease while allowing the body to recover. They can last from a few hours to a full day, often involving procedures like chemo infusions, with side effects, such as fatigue and nausea, that can develop in the days following.

FYI - What Is the Global Assessment of Functioning (GAF) Scale?
Written by Matt Smith - Medically Reviewed by Smitha Bhandari, MD on January 16, 2025
https://www.webmd.com/mental-health/gaf-scale-facts
 
FYI
https://iaap.org/wp-content/uploads/2020/01/GAF-Scale.pdf

GAF = Global Assessment of Functioning - Interpret Range 51–60

Moderate symptoms (e.g., flat affect and circumlocutory speech, occasional panic attacks) or moderate difficulty in social, occupational, or school functioning (e.g., few friends, conflicts with peers or co-workers).

Range 71-80

If symptoms are present, they are transient and expectable reactions to psychosocial stressors (e.g., difficulty concentrating after family argument); no more than slight impairment in social, occupational or school functioning (e.g., temporarily failing behind in schoolwork).

 

Aside - SOFAS - Social and Occupational Functioning Assessment Scale

http://www.kenniscentrum-kjp.nl/app/webroot/files/tmpwebsite/Downloadable_PDFs_Instrumenten/sofas.pdf

71-80

Slight impairment in social, occupational, or school functioning (e.g. infrequent interpersonal conflict, temporarily falling behind in schoolwork).

51-60

Moderate difficulty in social, occupational, or school functioning (e.g., few friends, conflicts with peers or co-workers).

41-50

Serious impairment in social, occupational, or school functioning (e.g., no friends, unable to keep a job)


Global Assessment of Functioning (GAF) Scale. (From DSM-IV-TR, p. 34.)

Consider psychological, social, and occupational functioning on a hypothetical continuum of mental health-illness. Do not include impairment in functioning due to physical (or environmental) limitations.

Behavior Inventory – GAF Driven - Functionality

Behavior is considerably influenced by delusions or hallucinations OR serious impairment in communication or judgment (e.g., sometimes incoherent, acts grossly inappropriately, suicidal preoccupation) OR inability to function in almost all areas (e.g., stays in bed all day; no job, home, or friends).

QSM GAF (Mikel Roby)
20190812-M: Offering GAF = 30 at best
We had high expectations for Mikel.

Associated Documents > Metadata >

GAF_14010603_Tracker_DAG V2019-Results

20190812-M: Functionality Comparison


Having a Low Functioning Roommate

To handle a roommate with low functioning abilities, communicate openly, be patient, and set clear expectations while focusing on their well-being. You can try to be more patient with their processing time and communication style, offer support without being patronizing, and address any specific issues directly and calmly using "I" statements. If the situation is unsustainable, you may need to have a broader conversation about the experience or speak to a university or accommodation authority.

From > Metadata >
ParaSocial_Surveying_Ref2008082102 v2016
The actual process of rating the global assessment of functioning scale .  K . Yamauchi
Comprehensive Psychiatry - Volume 42, Issue 5, September 2001, Pages 403–409
http://linkinghub.elsevier.com/retrieve/pii/S0010440X01415586
Copyright © 2003 Elsevier Inc. All rights reserved.

Abstract

GAF & Others

The Global Assessment of Functioning Scale (GAF) was developed for the overall assessment of psychological, social, and occupational functioning. While the advantage of the GAF lies in this comprehensiveness, questions have been raised on whether clinicians rate appropriately. To clarify this issue, the actual process of how clinicians assign GAF scores was investigated. A total of 2,462 inpatients of 19 psychiatric hospitals in Japan were assessed by their primary psychiatrists using the following rating scales: GAF, Brief Psychiatric Rating Scale (BPRS), World Health Organization Psychiatric Disability Assessment Schedule (DAS), and physical Activities of Daily Living (ADL) index.

Aside - Functioning and Severity of Symptoms

A tree-based model analysis (also referred to as Automatic Interaction Detector [AID] or Classification and Regression Tree [CART]) was used to construct a statistical model with the GAF score as the dependent variable. The statistically best-fitted tree to predict the GAF score is as follows. The first split is based on the “conceptual disorganization” score in the BPRS, followed by splits based on DAS item scores, such as “conversation” and “underactivity.” The tree model obtained suggests that Japanese clinicians judge the level of global functioning by integrating the information on both the severity of psychiatric symptoms and the level of impaired behaviour and social functioning. This logic structure was clinically acceptable and agreed well with the concept of the GAF.

From > Metadata >
HHS_Measures_GAF_Ref_20090822b V2020
 
Evidence for limited validity of the revised global assessment of functioning scale
https://www.ncbi.nlm.nih.gov/pubmed/8837160
by P Roy-Byrne - ‎1996 - ‎Cited by 126
Psychiatr Serv. 1996 Aug;47(8):864-6.
P Roy-Byrne, C Dagadakis, J Unutzer and R Ries
Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, USA

The study examined the concurrent validity of the revised Global Assessment of Functioning (GAF) scale, which is highly similar to the Social and Occupational Functioning Assessment Scale (SOFAS) in DSM-IV and which is designed to measure patients' functioning and not their clinical symptoms. Psychiatrists used the revised GAF to rate 337 psychiatric inpatients; the ratings were compared with nurses' ratings of the same sample using Lehman's Quality of Life Scale. Ratings on the revised GAF were most strongly correlated with ratings of clinical symptoms, not functioning. Reliance on the GAF as the only tool to assess patients' functioning may be problematic.

Summary

>As of May 2026, we are retiring our efforts around Functioning.  We will continue our work on Competency in the face of end-of-life planning.  In the end, we accept the GAF score that Rimal B. Bera, MD assigned us.  Buster is 67 now and does not foresee any significant improvement in his GAF and SOFAS.  Buster is relatively well off compared to his 2024-2026 Harvest Retirement cohort.  Buster still drives the car and is satisfied with his current living arrangement.