dimecres, 19 de novembre del 2025

Big Family Anatomy

 

Big Family Anatomy


   Barnis’ pub was unusually quiet that snowy afternoon. Gary pushed the door open, shaking the snow off his coat like a dog after a bath. The school meeting was cancelled thanks to the weather, and without anything better to do, he ordered a drink.
That’s when he saw Josephine — an old university friend he hadn’t seen in seven years or so. They greeted each other with the polite enthusiasm reserved for people you genuinely like but have completely lost track of.
After catching up on careers, failed hobbies, and the universal disappointment of adulthood, the conversation slipped naturally into personal territory.


-Josephine: I’ve always wondered what it must be like growing up with many siblings. Not like me — I’m an only child.
-Gary: Well, I can’t tell you if it’s better or worse. But I can tell you it’s... busy. Your life feels protected, yes, but also shared with so many people that your “sense of originality” sometimes runs away. You spend years trying to find where you fit in the crowd.
-Josephine: And does each sibling fall into a specific role? Like a pattern?
Gary smiled, as if she had just asked him his favourite topic.
-Gary: So… I can only speak from my own experience — we’re eight siblings — but my uncles used to talk about something like that. They insisted there’s a sort of cycle that repeats itself every three siblings.
-Josephine: A cycle? Like what?
-Gary: Think of sleep cycles.
-Josephine: Sleep cycles?
Gary leaned back, preparing for one of his explanations — the kind he sincerely enjoyed and others politely endured.
-Gary: Yes! I mean, as an example, so, you know how people think sleep is one long stretch of deep unconsciousness? But it’s not. We go through repeating stages: light sleep, deep sleep, REM… about four or five cycles per night. Each cycle has similar phases — the order repeats, but the intensity changes. So in a big family, according to my uncles, siblings also go through “roles” that repeat in cycles. Not scientifically proven, of course! But a fun analogy.
-Josephine: I see. Go on before I get lost again.
-Gary: Right, sorry — my students also complain when I go off-track. So, the firstborn of each cycle is the natural authority. Whether they like it or not, they’re the reference point. They’re respected — and nobody wants to test the consequences of not respecting them.
Then comes the second. They still have some of that authority, but not all the privileges of the first. So they work harder, become resourceful, and more strategic.
Then the third. According to my uncles, this one is the artistic, independent type — a bit allergic to hierarchies, but with just enough distance from the top to develop their own style.
And then the fourth? The cycle resets. The fourth is too far from the original “power source,” so they grow up freer, less loaded with responsibility, and a little detached from the upper ranks. And then… the seventh behaves like a firstborn again, the eighth like a second, and so on.
Gary paused as if he had just explained the theory of relativity.
-Josephine: Do you actually believe that?
-Gary: Not really. Individuals' personalities are much stronger than any pattern. But… sometimes these things happen subtly, the way clichés sometimes hold a grain of truth. They’re just shapes we notice. Nothing more.
-Josephine: Makes sense. And anyway, big families have so many variables — environment, money, personality, the decade someone is born in…
-Gary: Exactly. The “cycle” is just an amusing way my uncles used to explain the chaos.
They both laughed. Outside, the snow continued falling, silent and soft. Inside, the pub felt warm — the kind of warmth that comes from old friends, old memories, and harmless theories about life that, somehow, help make sense of it all.


Toni Font, Aberdeen 19/11/2025

diumenge, 9 de novembre del 2025

The Enigma

 

The Enigma


   In every learning journey, there is a mysterious threshold — a moment when some students drift away, as if a silent wind had swept them from the path of understanding. This point of disconnection is often born from two colliding forces: the teacher who struggles to guide the transition to a higher level, and the student who hesitates to rise to the challenge. Between these two edges — like the fine line between light and shadow — many minds linger in uncertainty, watching knowledge fade into the distance like a receding shore.

One of the clearest examples of this threshold is the 2×2 Contingency Table — a small box of logic that appears simple yet conceals a quiet labyrinth within. You can explain it slowly, carefully; your audience nods, it makes sense — until it doesn’t. Because this table, unlike a mere 1 + 1 = 2, asks for something more: a spark of abstraction, the courage to think beyond the surface. Each time you face one, you must not only see but know what you are looking for, and then — through the patient unfolding of reasoning — interpret the grid’s hidden meaning.



Those who do not play this mental game regularly may find it daunting, almost like trying to read a spell in an ancient language. It is not that the formula itself is difficult — it is that the mind must move in two dimensions at once. The table becomes an enigma.

Take, for instance, a simple example from Signal Detection Theory, in which participants must click “Y” when they perceive a signal and “N” when they do not perceive its:



Signal PresentSignal Absent
Response: “Yes” (Signal Detected)HitFalse Alarm
Response: “No” (Signal Not Detected)MissCorrect Rejection


At first glance, it feels easy — clear, almost elegant. Yet within it lies a duality: signal versus response, presence versus absence. The mind must wander through both axes simultaneously, discerning what is real and what is illusion. Perhaps that is why such models belong more to the calm, orderly world of laboratories than to the unpredictable rhythm of life. Each time you interpret one, it’s as if you are solving a riddle whispered by logic itself.

And then there is another example — one that draws us deeper into the twilight of statistical reasoning: the Table of Type I and Type II Errors.



Reality: Null TrueReality: Null False
Decision: Reject H₀Type I Error (False Positive)Correct (True Positive)
Decision: Fail to Reject H₀Correct (True Negative)Type II Error (False Negative)

Here we enter a shadowland where scientists must gamble with uncertainty. They draw a fragile boundary — traditionally at 0.05 — meaning a 5% chance of crying wolf when no wolf is truly there. Imagine a courtroom where you agree to convict an innocent person once in every twenty trials, simply because perfection is impossible and a line must be drawn somewhere in the sand.

This is the Type I Error — declaring something real when it is only a phantom. But lower that threshold too far, and you risk blindness to what genuinely exists: the Type II Error, where you miss the real signal, letting the wolf slip silently past under the moonlight.

Probabilities dance like ghosts around this 0.05 border — a delicate truce between credulity and skepticism, where truth and illusion weave into one another. To those who do not visit this realm often, its logic can feel elusive, as though the numbers hide a riddle only persistence can unlock. It is a place where no choice is perfect, only less wrong.

And that, perhaps, is the true enigma of learning. Those who embrace the mystery grow wiser; those who resist may lose the trail for good. In the end, the humble 2×2 Contingency Table is more than a pedagogical tool — it is a mirror of the human mind: two dimensions, infinite interpretations, and a quiet reminder that understanding is never given, only earned through the courage to think beyond the obvious.


Toni Font, Aberdeen 09/11/2025

dijous, 23 d’octubre del 2025

Fight-or-Flight

 

Body's "Fight-or-Flight" in Greenstone


   It was a cloudy day in Greenstone. The Gosp River flowed as it always did—dense, persistent, and slow—carving its quiet path through the heart of the town.

Around ten in the morning, Professor Helen Carter walked through the hallway of Oakfield High School, a stack of questionnaires pressed against her chest. The psychology teacher was headed to her office to finalize the last details of a study she'd been developing for months—one that explored how people respond when faced with a challenge. Do we confront it head-on, or do we find ways to slip around it? In scientific terms, it was an investigation into the fight-or-flight response. But for Helen, it was something deeper: a mirror of how we choose to live.

Her design was elegant in its simplicity. Each of her two classes would represent a different experimental condition. In the first group, students would be asked to solve a series of impossible riddles—What occurs once in a minute, twice in a moment, but never in a thousand years?—within a strict time limit, encouraged to keep trying until the bell rang. In the second group, students would receive the same riddles, but with a crucial difference: the option to "skip any question that makes you uncomfortable." Helen's hypothesis was straightforward. Even in the absence of real danger, the human body and mind might still show signs of fight or flight.

That afternoon, the experiment began. Both classes were tested simultaneously—Helen proctored one group herself, while Dr. Marcus Owan, a colleague from the school's psychology department, supervised the other. The classroom smelled faintly of chalk and rain. Outside, restless leaves trembled under the wind. In Class A, the students worked in silence, tension thickening the air. Helen watched as some leaned forward, biting their pencils, heart rates subtly quickening. Others frowned but persisted, refusing to surrender. In Class B, however, the mood was lighter. A few students skipped questions immediately, whispering, "What's the point?" Others laughed nervously, visibly relieved to sidestep the pressure.

When the bell finally rang, Helen collected the papers carefully. She thanked the students and smiled—that gentle, unreadable smile teachers wear when they know something the class doesn't yet.

That night, alone in her office at the Greenstone Education Centre, she entered the data into her computer. What she found was both predictable and quietly fascinating. The students who faced the riddles without escape routes showed measurable stress—but also higher persistence scores in follow-up tasks administered later in the week. Those who had avoided the hard questions displayed less immediate stress—but were significantly less likely to engage when presented with a second challenge.

Helen leaned back in her chair, watching raindrops trace their way down the window. Across the river, the lights of the town shimmered faintly—the bakery, the small library, the bus stop near the Stone Bridge. The whole of Greenstone seemed like a living metaphor for her results. Some people fight through the storm. Others quietly drift around it.

The following Monday, she gathered both classes in the assembly hall. "Sometimes," she began, "the hardest battles are not with others, but within ourselves. When we avoid discomfort, we also avoid growth." She paused, letting her gaze move across the rows of young faces. "What I learned from all of you this week is that courage isn't about fearlessness—it's about staying in the room a little longer."

The students clapped politely, though a few smiled with a strange spark of recognition.


As Helen walked home through the evening mist, crossing the Stone Bridge over the Gosp River, she realized something unexpected. Her experiment wasn't just about them—it was about her, too. For months she had postponed submitting her paper to the Greenstone Institute of Behavioural Science, fearing it wasn't perfect enough, wasn't ready. That night, she opened her laptop and clicked submit.

For the first time in a long while, she felt what her students must have felt in that classroom—that tremor between fear and resolve—and she smiled.

Because sometimes, the only way to understand the fight-or-flight response is to stop running.



Toni Font, Aberdeen 23/10/2025