Psychology Paper to Workplace Protocol Converter

What it does

It takes an abstract psychology finding ("intervention X increases outcome Y at d≈0.45") and translates it into a workplace protocol wired into an evidence → decision → action → measurement chain. The output is not a vague "try this"; it is a verdict stating how confidently the evidence can be applied, plus concrete accommodation blocks and a measurement plan.

The reasoning binds to named frameworks, not intuition:

• PICO (Population–Intervention–Comparison–Outcome) decomposes the finding and tests transfer validity from the study's sample (e.g. university students) to the actual workplace team.
• GRADE (evidence certainty) grades the finding High / Moderate / Low / Very Low. A single observational study is at most Low; a replicated RCT/meta-analysis can be High. A weighted rubric (evidence tier ×3, effect size ×2, n ×1, P→P′ transfer ×2, replication ×2) yields a 0-100 score and an "Apply / Pilot / Cautious pilot / Wait" decision.
• Red-line rule: if the evidence tier is low AND transfer is distant, even a high score caps the verdict at "Cautious pilot" — guarding against false certainty.
• ADA / EEOC interactive process + UDL (CAST) frames the accommodation not as a stigmatizing exception but as a default open to everyone (read alongside Turkish Labor Law 4857 + İŞKUR in the TR context).
• JD-R model places the intervention on the "reduces demands vs. increases resources" axis to clarify the mechanism.
• UWES / MBI / Edmondson validated scales tie every recommendation to a baseline→Δ measurement plan.

When to use it

• "How do I apply this paper's finding in my workplace?" / "Turn this meta-analysis into a team protocol."
• When a neurodiversity accommodation (ADHD focus blocks, autism sensory load, dyslexia reading load) needs an evidence-based, ethical foundation.
• When a psychological intervention (psychological safety, burnout reduction) needs to be wired to an evidence → action → measurement chain.

Method / frameworks

GRADE Working Group, PRISMA, PICO, ADA/EEOC Reasonable Accommodation interactive process + Labor Law 4857, CAST UDL Guidelines 3.0, Demerouti & Bakker JD-R, Schaufeli & Bakker UWES, Maslach MBI, Edmondson 1999 psychological safety scale, Cohen (1988) effect-size thresholds. An ethics gate is mandatory: no diagnosis assumption, no individual exposure, no "low performance because of X" stigma; disclosure ≠ diagnosis. WEIRD-generalization warnings and cultural correction are logged to gaps.