251 lines
8.1 KiB
Markdown
251 lines
8.1 KiB
Markdown
# **Hierarchical Modulation: Faster Events Constrain Slower Adaptations**
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## **The Core Concept**
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**Hierarchical modulation** means that processes at **faster timescales** (milliseconds to seconds) create **boundaries and constraints** within which slower processes (minutes to days) must operate.
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Think of it like this:
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- **Fast events** (release, Ca²⁺ influx) are the **reality on the ground**
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- **Slow adaptations** (structural changes, gene expression) are **long-term planning**
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- **Planning must respect reality** - you can't build a plan that ignores current physical constraints
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## **Concrete Examples**
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### **Example 1: ATP Availability Hierarchy**
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```
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Fast constraint (ms-s):
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AP firing → ATP consumption for pumps and priming → ATP depletes
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Slow adaptation (min-days):
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BDNF says "build more release sites!" (requires ATP for protein synthesis)
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CONSTRAINT:
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If ATP is depleted from fast events, slow adaptation CANNOT proceed
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Even if BDNF says "grow," the cell says "I have no energy to build"
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Hierarchy: Energy reality (fast) > Growth plan (slow)
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```
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### **Example 2: Ca²⁺ Signaling Hierarchy**
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```
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Fast event (ms):
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AP → VGCC open → Ca²⁺ influx → Vesicle release
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Slow adaptation (hr):
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Gene expression program says "make more VGCCs because activity is high"
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CONSTRAINT:
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The Ca²⁺ signal that triggers gene expression ITSELF depends on current VGCCs
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No VGCCs now → No Ca²⁺ signal → No trigger for making more VGCCs
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Hierarchy: Current machinery (fast) > Future machinery planning (slow)
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```
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### **Example 3: Vesicle Pool Hierarchy**
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```
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Fast depletion (10-100 ms):
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High-frequency firing → RRP empties → Release stops
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Slow adaptation (hr):
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Activity pattern says "we need bigger vesicle pools"
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CONSTRAINT:
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While pools are being enlarged (slow), release is limited by CURRENT pool size (fast)
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The system cannot release vesicles that don't exist yet
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Hierarchy: Current supply (fast) > Future supply planning (slow)
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```
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## **Why This Hierarchy Exists**
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### **Physical Constraints:**
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1. **Causality**: You cannot use tomorrow's proteins today
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2. **Energy**: Future plans require current energy investment
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3. **Information**: Slow systems need fast events to provide data
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4. **Safety**: Fast systems must prevent damage while slow systems adapt
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### **Temporal Asymmetries:**
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```
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Building (slow) >> Using (fast)
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Example: It takes hours to make a new VGCC, but milliseconds to use it
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Therefore: Current usage patterns constrain future building plans
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```
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## **The Constraint Pyramid**
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```
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LEVEL 4: DAYS (Architectural planning)
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"We should redesign the entire synapse structure"
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↳ Constrained by ↓
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LEVEL 3: HOURS (Construction projects)
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"Let's build more VGCCs and vesicles"
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↳ Constrained by ↓
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LEVEL 2: MINUTES (Resource allocation)
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"We need more ATP and proteins"
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↳ Constrained by ↓
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LEVEL 1: SECONDS (Immediate operations)
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"We're depleting ATP and vesicles now!"
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↳ Constrained by ↓
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GROUND LEVEL: MILLISECONDS (Reality)
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"Current AP firing requires X ATP, releases Y vesicles"
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```
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## **How Constraints Propagate Upward**
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### **Constraint Chain: Energy Example**
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```
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GROUND (ms): AP fires → consumes ATP
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LEVEL 1 (s): ATP depletes → AMPK activates
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LEVEL 2 (min): AMPK says "stop non-essential processes"
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LEVEL 3 (hr): Protein synthesis slows → no new VGCCs
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LEVEL 4 (days): Structural growth postponed
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Result: Fast energy consumption constrains slow growth
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```
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### **Constraint Chain: Ca²⁺ Example**
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```
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GROUND (ms): AP → Ca²⁺ influx → buffers saturate
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LEVEL 1 (s): Ca²⁺ accumulates → pumps overwhelmed
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LEVEL 2 (min): High Ca²⁺ → calcineurin activation
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LEVEL 3 (hr): Calcineurin → NFAT → gene expression changes
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LEVEL 4 (days): Synaptic scaling adjusts
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Result: Fast Ca²⁺ dynamics constrain slow transcriptional responses
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```
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## **The Two-Way Street (With Traffic Lights)**
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While fast events constrain slow adaptations, there's also **reverse influence**, but with a **delay**:
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### **Forward Constraint (Fast → Slow):**
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- **Speed**: Immediate
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- **Strength**: Strong (physical reality)
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- **Example**: No ATP now → No growth now
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### **Reverse Influence (Slow → Fast):**
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- **Speed**: Delayed (hours to days)
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- **Strength**: Gradual (changes parameters)
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- **Example**: BDNF yesterday → More VGCCs today → More Ca²⁺ now
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### **The Asymmetry:**
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```
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Fast events can VETO slow plans immediately
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Slow plans can only SUGGEST future fast events
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```
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## **Implications for the Model**
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### **For Each Release Event:**
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1. **The event occurs** within current constraints (VGCCs available, vesicles primed, ATP present)
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2. **The event generates signals** (Ca²⁺, glutamate, ATP consumption)
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3. **These signals constrain** what slow adaptations can occur
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4. **But they also inform** what slow adaptations should occur
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### **Modeling Rule:**
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When simulating, you must check:
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```
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IF (slow adaptation requires resource X)
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THEN (current level of X must support it)
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ELSE (adaptation delayed until X available)
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```
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## **Practical Examples in Our Model**
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### **VGCC Expression Increase (Slow) Constrained by:**
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1. **Current VGCC function** (fast): If all VGCCs are internalized, no Ca²⁺ signal to trigger expression
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2. **ATP availability** (medium): Protein synthesis requires ATP
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3. **Protein synthesis capacity** (medium): Ribosomes, tRNA availability
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4. **Trafficking machinery** (medium): Can new VGCCs reach membrane?
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### **RP Pool Expansion (Slow) Constrained by:**
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1. **Current vesicle recycling** (fast): Are vesicles being recycled to feed current demand?
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2. **Membrane availability** (medium): Adding vesicles requires membrane
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3. **Neurotransmitter synthesis** (medium): Can we fill new vesicles?
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4. **Docking site availability** (slow): New vesicles need places to dock
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### **Mitochondrial Biogenesis (Slow) Constrained by:**
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1. **Current ATP/ADP ratio** (fast): Energy status determines if biogenesis can proceed
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2. **Current mitochondrial function** (medium): Dysfunctional mitochondria can't replicate well
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3. **Oxidative stress** (medium): ROS can damage mitochondrial DNA
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4. **Building blocks** (medium): Lipids, proteins for new mitochondria
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## **The "Reality Check" Principle**
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Every slow adaptation plan gets a **reality check** from fast events:
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```
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Slow plan: "Let's make this synapse stronger!"
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Reality checks:
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1. Fast: "Do we have ATP for synthesis?" (energy check)
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2. Fast: "Is Ca²⁺ signaling intact?" (information check)
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3. Fast: "Are vesicles being released?" (function check)
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4. Fast: "Is the terminal healthy?" (safety check)
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Only if all checks pass → Slow plan proceeds
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```
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## **Why This Design is Optimal**
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### **Biological Wisdom:**
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1. **Prevents overcommitment**: Don't build if you can't maintain
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2. **Ensures relevance**: Adapt only to real, measured needs
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3. **Maintains stability**: Fast systems keep things running while slow systems plan
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4. **Optimizes resources**: Invest only when conditions are right
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### **Evolutionary Advantage:**
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- **Energy efficiency**: Don't waste energy on unnecessary adaptations
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- **Robustness**: Fast systems handle immediate threats
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- **Adaptability**: Slow systems can still change things fundamentally
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- **Balance**: Neither fast nor slow dominates completely
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## **Summary: The Temporal Chain of Command**
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In the presynapse:
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**Fast events (ms-s) are like front-line soldiers:**
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- They face immediate reality
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- They have limited resources
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- They must make instant decisions
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- Their situation dictates what headquarters can plan
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**Slow adaptations (min-days) are like military headquarters:**
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- They make long-term plans
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- They allocate resources
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- They build infrastructure
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- But they can only plan within what front-line reports as possible
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**The hierarchy is:**
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1. **Immediate survival** (fast) comes first
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2. **Medium-term optimization** comes second
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3. **Long-term restructuring** comes third
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**But crucially:** Good slow adaptations can improve future fast events, creating a positive upward spiral when conditions allow.
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This is why in our model, we must always ask: **"Given what's happening NOW at millisecond scale, what CAN we change at hour scale?"** The answer is always constrained by current reality. |