> ## Documentation Index
> Fetch the complete documentation index at: https://docs.extrascoop.app/llms.txt
> Use this file to discover all available pages before exploring further.

# Trust Scores & Verification

> How Extra Scoop measures media credibility, creator reputation, and feed priority.

The Trust Score is a dynamic credibility rating assigned to creators and individual media dispatches. It gives newsrooms an immediate measure of authenticity while ensuring high-integrity eyewitness reporting receives priority distribution on the wire.

```mermaid theme={null}
graph TD
    A[Hardware Device Attestation] --> E[Trust Score Engine]
    B[Temporal & Location Consistency] --> E
    C[Synthetic Media Screening] --> E
    D[Historical Creator Accuracy] --> E
    E --> F[Newsroom Feed Ranking]
    E --> G[Visual Verification Badge]
```

## Verification Signals

A Trust Score is computed across multiple independent integrity layers:

| Signal Category                  | Evaluation Method                                                              | Protection Provided                                                                           |
| :------------------------------- | :----------------------------------------------------------------------------- | :-------------------------------------------------------------------------------------------- |
| **Hardware Attestation**         | Cryptographic device handshake via secure enclaves.                            | Proves media was captured on genuine mobile hardware and not generated by an emulator or bot. |
| **Temporal & Spatial Integrity** | Cross-verification of sensor timestamps, GPS coordinates, and regional events. | Ensures capture metadata aligns with the real-world timeline and reported incident location.  |
| **Synthetic Media Analysis**     | Independent deepfake and generative artefact detection.                        | Filters out manipulated or AI-generated media before distribution.                            |
| **Historical Track Record**      | Verifiable history of previously licensed, authentic dispatches.               | Rewards established eyewitnesses while maintaining rigorous checks for first-time uploaders.  |

> \[!NOTE]
> The exact weighting and mathematical models powering the Trust Score are proprietary to protect against adversarial manipulation and reverse engineering.

## Feed Ranking and Discovery

Newsroom feeds and consumer discovery tabs utilise the Trust Score to organise breaking news streams:

* **Latest:** A real-time chronological stream of all newly incoming dispatches.
* **Top Stories:** A weighted intelligence stream combining audience engagement velocity with creator credibility factors.
* **Hot:** A dynamic velocity window highlighting rapidly developing local and global stories.
* **Weighted Interleaving:** The discovery engine cycles across diverse news categories and creator networks in balanced rounds, ensuring local dispatches are not overshadowed by single viral stories.

## Verification Badges in the Terminal

Dispatches that clear all integrity checks display distinct verification indicators in the Newsroom Terminal:

* **High Credibility:** Dispatches clearing full hardware attestation, synthetic-media analysis, and spatial consistency.
* **Under Review:** Newly submitted content undergoing automated processing or awaiting secondary signals.
* **Restricted / Flagged:** Content failing synthetic-media evaluation; automatically suppressed from commercial licensing.
