Seedlabs

Transdiagnostic EF Screening Tool

A standardized digital assessment tool that measures executive function (EF) deficits across a spectrum of neurodevelopmental conditions rather than focusing on a single diagnosis.

MedicineAttention Deficit Hyperactivity Disorder
Attention Deficit Hyperactivity DisorderPediatric Healthcare / Neuropsychology

Concept

Instead of using diagnosis-specific tests (e.g., only for ADHD or only for Autism), this tool implements a transdiagnostic battery focusing on the seven core EF domains: attention, fluency, set-shifting, set-switching, response inhibition, planning, and working memory. By mapping a child's profile across these dimensions, clinicians can identify specific cognitive deficits regardless of the formal DSM label, allowing for targeted intervention based on the 'neurodevelopmental spectrum' rather than a categorical diagnosis.

Why now

Research shows that EF delay is a transdiagnostic feature across all neurodevelopmental conditions (NDCs) with a moderate effect size [0]. Furthermore, the high co-occurrence and arbitrary boundaries of categorical diagnoses make a dimensional, transdiagnostic approach more clinically useful for identifying an individual's actual needs and strengths [1].

Written by Gemma 4 · 1 Oct 2026

AI assessment

Backed by 2 papers79

A clinically grounded tool that shifts from categorical diagnosis to dimensional EF profiling, though it faces significant headwinds from established diagnostic billing codes and entrenched clinical workflows.

Evidence strength
5/5
The idea is directly derived from a high-quality systematic review and meta-analysis confirming EF delay as a transdiagnostic feature across NDCs.
Market pull
3/5
While clinicians value better data, the current reimbursement model in pediatric healthcare is tied to DSM categorical codes, creating a friction point for adoption.
Novelty & moat
3/5
The transdiagnostic approach is a known academic shift, but a dedicated, standardized digital tool implementing this specific battery is a distinct productization.
Feasibility
4/5
Building a digital battery of established EF tests is technically straightforward, though clinical validation and standardization take time.
Wedge clarity
4/5
The focus on a specific seven-domain battery provides a clear, measurable entry point for neuropsychologists.
Simplicity / focus
5/5
The product is a single, focused assessment tool rather than an over-scoped platform.

Scored by Gemma 4 · 1 Oct 2026. Rated against a fixed rubric (evidence, market, novelty, feasibility, wedge, simplicity). A prior estimate to compare ideas before real-world signal arrives.

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Who benefits

  • Allows them to prescribe interventions based on specific EF deficits (e.g., set-switching) rather than relying on a broad diagnosis like ASD.

  • Mayo Clinicorganization

    Would benefit from a more precise, dimensional tool to streamline the diagnostic process for children with complex comorbidities.

  • Provides a standardized way to justify classroom accommodations based on cognitive profiles rather than just a medical label.

Research it builds on

  1. Executive function in children with neurodevelopmental conditions: a systematic review and meta-analysis
    Ayesha K Sadozai, Carter Sun, Eleni A. Demetriou et al. · 2024 · 91 citations
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  2. Where do neurodevelopmental conditions fit in transdiagnostic psychiatric frameworks? Incorporating a new neurodevelopmental spectrum
    Giorgia Michelini, Christina O. Carlisi, Nicholas R. Eaton et al. · 2024 · 84 citations
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feasibility