The limits are published alongside the reasoning.
- Evidence tiers
Every article carries an explicit evidence tier, so established biology is never presented as if it were clinical proof.
Read the claim ledger - What this does not prove
Mechanistic pieces are required to state their own limits and the competing explanations that would fit the same data.
See the counterarguments - Published corrections
Where the reasoning has been revised, the revision is recorded rather than quietly edited away.
Review the standards
Pick the sentence that sounds like your situation.
- Why does my SIBO keep coming back?
- Are SIBO breath tests actually reliable?
- Why don't antihistamines settle my symptoms?
- Can I have mast cell activation with normal tryptase?
- Why won't my Long COVID symptoms resolve?
- Why did COVID trigger this in me and not others?
- Why are my labs normal when I feel terrible?
- Why doesn't my stool test match my symptoms?
- Why does every protocol stop working after two weeks?
- Why did butyrate or probiotics make me worse?
- What do bile acids have to do with my gut symptoms?
- Can gut health affect my hormones and egg quality?
Educational mechanistic writing. It does not diagnose, and it does not replace the clinician treating you.
Seven mechanistic threads run through this library.
Recurrent SIBO & breath-test interpretation
14 articles · recurrent SIBO
Mast-cell activation, tryptase & histamine
19 articles · mast cell activation
Long COVID, post-viral gut–immune & POTS
13 articles · Long COVID gut symptoms
Colonocyte bioenergetics, butyrate & oxygen
19 articles · colonocyte bioenergetics
Bile acids, TUDCA & C. difficile ecology
5 articles · bile acid dysfunction
Gut–hormone axis, fertility & estrobolome
3 articles · gut microbiome and fertility
Lab-pattern interpretation
6 articles · lab pattern interpretation
6 articles
- Case Reasoning· August 26, 2026· 18 min· Clinical pattern observation
Long COVID, MCAS, Mold, Heavy Metals, SIBO and Mitochondrial Collapse: A Case That Shows What Happens When We Treat the Target but Forget the Host
A complex case combining Long COVID, ME/CFS physiology, hyperadrenergic POTS, MCAS-type hyperreactivity, recurrent SIBO and methanogen overgrowth, mycotoxin findings, elevated toxic metals and profound mitochondrial respiratory-chain impairment — read as a single host-capacity failure rather than a list of separate targets.
#long-covid#me-cfs#hyperadrenergic-pots - Frameworks· June 1, 2026· 22 min· HCM interpretation
What May Be Driving Fibromyalgia? The Mitochondrial, Mast Cell, and Small Fiber Neuropathy Mechanisms Standard Treatment Misses
Fibromyalgia has four upstream drivers: mitochondrial dysfunction, mast cell activation, small fiber neuropathy, and gut-brain axis dysfunction. Lyrica and Cymbalta act on central amplification, not on the peripheral lesions producing the input — which is why response is so often partial.
#fibromyalgia#chronic-pain#mitochondrial-dysfunction - Frameworks· May 31, 2026· 22 min· HCM interpretation
What May Be Driving Chronic Migraine? A Mechanistic Reading of Treatment-Resistant Migraine
Chronic migraine has four upstream drivers: mitochondrial bioenergetic failure, dural mast cell activation, gut-brain axis dysfunction, and hormonal-vasomotor instability. Most treatment-resistant cases (including CGRP antibody non-responders) need the dominant driver addressed at its upstream point.
#chronic-migraine#migraine#cgrp - Fertility· May 30, 2026· 21 min· Mechanistic inference
Why Does Endometriosis Come Back After Surgery? The Gut, Estrobolome, and Bioenergetic Mechanism
Endometriosis recurs because excision removes lesions but not the substrate that selected for them. A mechanistic reading of the gut estrobolome, beta-glucuronidase-driven estrogen recirculation, LPS-driven inflammation, pelvic mast cell infiltration, mitochondrial dysfunction, and iron-driven oxidative damage — and why surgery and hormonal suppression contain the disease but rarely resolve it.
#endometriosis#endometriosis-recurrence#estrobolome - Frameworks· May 29, 2026· 21 min· HCM interpretation
What May Be Driving IBD? A Mechanistic Reading of Crohn's Disease and Ulcerative Colitis
IBD is not a single autoimmune disease. At the cellular level both Crohn's and ulcerative colitis are dominated by colonocyte bioenergetic failure — loss of butyrate oxidation, collapse of the gut oxygen gradient, and the inflammatory cascade that follows. A mechanistic reading anchored in primary research from Roediger 1990 onward, and why standard immunosuppression contains the response but does not restore the upstream lesion.
#ibd#crohns-disease#ulcerative-colitis - Frameworks· May 27, 2026· 19 min· HCM interpretation
Why Am I So Tired When My Blood Work Is Normal? What Standard Testing Misses
Normal labs and persistent symptoms is not a contradiction. The lesion is usually in a layer the standard panel does not measure. A Host Capacity Model reading of why conventional blood work returns normal while chronic illness continues, the specific cellular, mitochondrial, gut, and autonomic mechanisms involved, and what testing actually catches what is missed.
#chronic-fatigue#normal-labs#blood-work
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