Monday, December 22, 2025

How to apply the network approach to psychopharmacologic practice? (ChatGPT, 2025-12-22)

Below is a clinically grounded way to apply the network approach to psychopharmacologic practice—without collapsing it into mere “symptom suppression,” and without pretending medication targets a single cause.




1. Core reframing: medication does 

not

 treat disorders



→ it perturbs networks


Classical psychopharmacology assumes:


Drug → Neurotransmitter → Disorder → Symptom relief


The network approach replaces this with:


Drug → specific nodes & edges → network reconfiguration → downstream changes


So a medication:


  • does not “treat depression”
  • does not “fix serotonin”
  • does alter connectivity, activation thresholds, and feedback loops



Medication becomes a system-level intervention, not a cure.





2. Think in terms of 

node categories

, not diagnoses



In practice, psychotropic drugs tend to act on certain classes of nodes, regardless of DSM labels.



Common node types medications affect

Node type

Examples

Typical pharmacologic leverage

Arousal / energy nodes

fatigue, psychomotor retardation

activating agents

Sleep-wake nodes

insomnia, hypersomnia

sedative or circadian-modulating agents

Affective intensity nodes

anxiety, panic, irritability

dampening agents

Cognitive loop nodes

rumination, obsessionality

loop-weakening agents

Impulse threshold nodes

suicidality, aggression

containment agents

Key point:


Medication rarely targets meaningful content

It targets dynamical properties of nodes


That’s why drugs feel:


  • blunt but powerful
  • nonspecific yet effective






3. Central nodes vs “deep causes” (your earlier concern)



The network approach does not deny centrality.


It reframes it.



In psychopharmacology:



  • Central nodes = nodes with high betweenness or degree
  • These are often:
    • sleep
    • anxiety
    • psychomotor agitation
    • severe rumination



Clinically, this explains a familiar truth:


Treating sleep sometimes “treats” the depression

Treating anxiety sometimes “treats” everything


Not because sleep/anxiety is the cause

—but because it is a structural bottleneck


Medication is often best used there, not everywhere.





4. Why polypharmacy makes more sense (and more danger)



In linear thinking:


  • Polypharmacy = bad practice



In network thinking:


  • Polypharmacy = multi-node intervention



But with a crucial caveat.



Two types of polypharmacy



A. Coherent (network-aware)


  • Each drug targets a different node
  • Effects are complementary
  • Network becomes more flexible



B. Incoherent (network-blind)


  • Multiple drugs hit the same node
  • Redundancy, side effects
  • Network becomes rigid or fragile



The network model gives a rational basis for judging this difference—beyond rules of thumb.





5. Treatment-resistant depression (TRD) reinterpreted



From a network view, TRD is not:


  • “biologically severe depression”
  • “failure of the right drug”



It is often:


  • a hyper-stable network
  • with strong self-reinforcing loops
  • and high resistance to perturbation



Medication fails when:


  • it perturbs peripheral nodes
  • while core loops remain intact



This explains why:


  • tiny changes sometimes suddenly work
  • dramatic pharmacologic efforts often don’t



Change occurs at phase transitions, not by accumulation.





6. The ethical position of medication (important)



The network approach supports a non-reductionist ethics:


Medication is not a truth-revealer

Medication is not a lie

Medication is a prosthetic intervention in suffering


It:


  • creates room for psychotherapy
  • lowers thresholds for change
  • but does not replace meaning, history, or choice



In your language:


Medication is not the Ereignis

It may make the Ereignis possible





7. Clinician stance: prescriber as 

network tactician



This subtly changes the role of the psychiatrist.


Instead of:


  • “Which diagnosis?”
  • “Which guideline?”



We ask:


  • “Which node is maintaining the loop now?”
  • “Where is the least violent intervention?”
  • “What change would cascade?”



This is closer to:


  • strategic thinking
  • systems ethics
  • clinical humility






8. Final synthesis (very close to your position)



You could formulate it this way:


Psychopharmacology does not heal the wound.

It alters the terrain around the wound

so that the subject may endure, move, or speak.


Or more sharply:


Drugs do not give freedom.

They sometimes reduce the cost of freedom.




If you want, next we can:


  • Map TRD pharmacologically as a network diagram
  • Compare psychopharmacology vs psychotherapy as different perturbation styles
  • Or articulate a network-informed ethics of prescribing for your 自體的心理學 project



Just point to the next node.