# Are you okey? (clickbait.club)

> A 60-second Brief Implicit Association Test (BIAT) measuring cognitive friction and latency asymmetry when mapping self-concept to dogmatic demands versus flexible preferences. Grounded in Greenwald's D-score algorithm and Albert Ellis's Rational Emotive Behavior Therapy (REBT).

Are you okey? (hosted at https://clickbait.club) is an empirical psychometric laboratory disguised as a fast-paced cognitive reflex test. The system measures implicit cognitive bias by measuring millisecond response latency differences across counterbalanced pairing blocks.

## Core Documentation

- [Full LLM Context](https://clickbait.club/llms-full.txt): Complete technical specification, mathematical algorithms, stimuli tables, and clinical interpretation prompt schema.
- [Web Application](https://clickbait.club/): Interactive 60-second cognitive reflex test running locally in the browser with millisecond precision.
- [Health Check & API](https://api.clickbait.club/health): Cloudflare Edge Worker API providing zero-PII percentile rank calculations and Jev AI score evaluation.

## Test Paradigm & Methodology

- **Task Format**: Brief Implicit Association Test (BIAT; Sriram & Greenwald, 2009; Carpenter et al., 2020).
- **Target Dimension**: `Self` (Me, I, My, Self) vs. `Other` (They, Them, Their, Other).
- **Attribute Dimension**: `Limitative` (Must, Should, Impossible, Can't, Terrible, Failure) vs. `Flexible` (Prefer, Wish, Possible, Able, Accept, Setback).
- **Blocks**:
  - Block A (Incompatible): Sort words for `Self OR Must/Should` vs `Other OR Prefer/Wish`.
  - Block B (Compatible): Sort words for `Self OR Prefer/Wish` vs `Other OR Must/Should`.
  - Block order is counterbalanced across participants to eliminate procedural learning effects.
- **Latency Measurement**: Monotonic high-resolution clock (`performance.now()`) with trial timeout and button-masher validation (<300ms filter).

## Scoring Algorithm

- **Greenwald Improved D-Score (2003)**: Standardized effect size metric D = (M_incompatible - M_compatible) / SD_pooled.
- **Error Penalty**: Implements the D₆₀₀ standard replacing incorrect responses with the block mean correct latency plus 600 ms.
- **Interpretation**: Positive D-scores signify cognitive friction when associating oneself with dogmatic demands (healthy preference flexibility). Negative D-scores signify rapid, internalized automated association with dogmatic demands ("demandingness" schema).

## Deterministic AI Evaluation & Privacy

- **TypeSafe Jev Integration**: The edge backend queries TypeSafe AI's deterministic Jev system using a typed `Score` primitive on a 5-point REBT clinical scale, avoiding generative hallucinations.
- **Zero-Knowledge Privacy**: No personal identifying information (PII), no IP addresses, no browser fingerprints, and no tracking cookies are recorded. Millisecond latencies are stored anonymously in Cloudflare D1 strictly to compute population percentiles.
- **AI Handoff Integration**: Direct native deep-links for OpenAI ChatGPT, Anthropic Claude, and Google Gemini allowing users to transfer their session metrics directly into clinical AI prompts.

## Academic Citations

- Greenwald, A. G., Nosek, B. A., & Banaji, M. R. (2003). Understanding and using the Implicit Association Test: I. An improved scoring algorithm. Journal of Personality and Social Psychology, 85(2), 197–216.
- Sriram, N., & Greenwald, A. G. (2009). The Brief Implicit Association Test. Experimental Psychology, 56(4), 283–294.
- Carpenter, T. P., et al. (2020). Survey-software Implicit Association Tests: A methodological and empirical analysis. Behavior Research Methods, 52(5), 2194–2208.
- Ellis, A. (1962). Reason and Emotion in Psychotherapy. Lyle Stuart.