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Evidence · Programme

A staged programme of development, testing, comparison, and refinement.

The evidence developed across successive phases: item development and feasibility, psychometric validation, clinical and multicentre comparison, and continuing real-world evaluation.

The programme is described as a pathway; study versions and overlapping datasets remain carefully distinguished.

Programme pathway

Development, psychometric testing, clinical comparison, and continued evaluation.

The validation programme is best understood as a sequence rather than a single event. Internal evidence summaries describe early item development and feasibility work, formal psychometric analysis, clinical comparison, multicentre evaluation, and continuing platform-level research.

Some chronology and instrument-version questions remain under archive reconciliation. The public site therefore presents the pathway without merging every study into one total or implying that every phase used an identical scale.

01

Phase I

Development and feasibility

Items were developed from literature, diagnostic frameworks, suicide-prevention concepts, positive psychology, and expert consultation. Early work examined clarity, cultural relevance, acceptability, completion, and the feasibility of digital administration in educational settings.

  • Initial multidimensional item pools
  • Expert and user review
  • Revision of weak or repetitive items
  • Early digital-delivery feasibility
02

Phase II

Psychometric validation

Published development work reports item analysis, internal-consistency testing, and exploratory and confirmatory factor analysis. Later internal documents describe further refinement of symptom and risk components.

  • Reliability analysis
  • Factor-structure evaluation
  • Construct-focused refinement
  • Version-specific scale development
03

Phase III

Clinical and multicentre comparison

Subsequent research compared digital classifications with clinician-led psychiatric assessment and examined risk staging across multiple sites. The purpose was to evaluate screening and referral-support performance—not to convert the tool into an autonomous diagnostic system.

  • Psychiatric reference comparison
  • Known-group evaluation
  • Risk and referral concordance
  • Multicentre implementation evidence
04

Continuing programme

Prospective platform evaluation

Future work can examine usability, acceptability, referral completion, safety, wellness engagement, institutional feasibility, and longitudinal outcomes within the full RELIEF PLUS pathway.

  • Human-factors and usability evaluation
  • Referral and follow-up completion
  • AI safety and performance monitoring
  • Real-world institutional implementation

Required controls

What keeps a validation programme credible

  • Frozen instrument and scoring versions
  • Ethics approval and approved consent records
  • Site permissions and protocol history
  • Documented clinical comparator and assessor procedures
  • Data dictionaries and statistical outputs
  • Change control between research and product versions

Next

Separate scientific evidence from formal regulatory authorisation.

Regulatory Licences