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Independent researchSIGNAL & SELF

The core model

Five pathways from content to consequence

Mental-health content can be recommended, repeated, and taken up in more than one way. Click each arrow. Solid lines are empirically discussable. Dashed lines are hypothesized.

What we know

There is a shared trunk: content enters ranking systems that can repeat related items. Downstream branches are not equally evidenced.

How we know it

Each arrow is tied to structured claims and papers. Hypothetical arrows are dashed by design.

What else could explain it

Selection can mimic a pathway: people already looking for answers get more of the same.

What we don't know yet

The causal status of Paths C, D and E at population level.

  1. Shared trunk

    Mental-health content

    Videos, posts, infographics, creator narratives, and peer testimony about symptoms, diagnoses, and recovery.

  2. Shared trunk

    Algorithmic recommendation

    Ranking systems that predict what will hold attention and therefore what is shown next.

  3. Shared trunk

    Repeated exposure

    The same themes, labels, and symptom models returning across sessions, not a single encounter.

Path A

Recognition → care

Moderate evidence

Content helps people recognize genuine symptoms, improve literacy, seek assessment, and obtain support.

  1. Mental-health content

  2. Algorithmic recommendation

  3. Repeated exposure

  4. Symptom recognition

  5. Mental-health literacy

  6. Professional assessment

  7. Treatment / support

    end of path A

Path B

Self-diagnosis → support

Moderate evidence

Recognition leads to self-diagnosis, peer community, reduced stigma, and improved coping—even without, or before, clinical diagnosis.

  1. Symptom recognition

  2. Self-diagnosis

  3. Community support

  4. Reduced stigma

  5. Improved coping

    end of path B

Path C

Attention → identity

Emerging

Repeated exposure heightens symptom attention, recodes ambiguous experience, and integrates a label into identity.

  1. Repeated exposure

  2. Heightened symptom attention

  3. Reinterpretation

  4. Self-labelling

  5. Identity integration

    end of path C

Path D

Reinforcement loop

Unknown

Self-labelling leads to community membership, social reinforcement, and possible increases in symptom signalling, which may loop.

  1. Self-labelling

  2. Community membership

  3. Social reinforcement

  4. Symptom signalling / expression

  5. Possible reinforcement loop

    end of path D

Path E

Functional presentation

Clinical observation

Exposure contributes, in susceptible people and particular conditions, to functional or socially mediated symptoms that then present clinically.

  1. Repeated exposure

  2. Functional / socially mediated symptoms

  3. Clinical presentation

    end of path E

Solid arrows: enough evidence to discuss as a live empirical pathway. Dashed arrows: hypothesized. Click any arrow.