Research

The Research Behind Ebbi

Every feature and every sound is grounded in peer-reviewed research. We don't just cite our sources, we explain them.

Methodology 31 refs

Reforge Audio Engine Patent Pending

The technology behind every soundscape in Ebbi.

Ebbi's soundscapes aren't recordings downloaded from a stock library. They're powered by Reforge, our patent-pending audio engine. Every sound was selected based on peer-reviewed ADHD research, mathematically engineered, and verified using audio classification technology trained on real-world recordings. If a generated sound doesn't pass verification, it doesn't ship.

Core sounds are synthesized on your device from mathematical equations. Complex natural sounds are analyzed from real-world acoustic data and reconstructed from their mathematical structure.

Learn more about Reforge →

The neuroscience of structured breaks

Your brain needs rhythm to stay sharp, and science says timed breaks deliver it.

Your brain isn't designed for marathon focus sessions. It's designed for bursts. A 2025 scoping review of 32 studies in BMC Medical Education found that the Pomodoro technique, structured timed work-break intervals, consistently improved sustained attention and reduced mental fatigue compared to unstructured study. A separate 2023 study in the British Journal of Educational Psychology showed that pre-scheduled breaks outperformed self-regulated breaks for both mood and efficiency. Students completed similar amounts of work in less time.

What's happening neurologically? Sustained mental effort taxes your prefrontal cortex, the brain region that manages attention. Breaks let your brain recover and consolidate what you just learned. Without them, you're pushing through diminishing returns and calling it discipline.

Ebbi schedules your breaks automatically, not because you're fragile, but because your brain does better work when it's allowed to breathe between sprints.

Sources

Ogut et al. (2025). BMC Medical Education. https://doi.org/10.1186/s12909-025-08001-0

Biwer et al. (2023). British Journal of Educational Psychology. https://doi.org/10.1111/bjep.12593

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Why planning your tasks changes everything

Writing down your plan literally rewires how your brain approaches the next step.

Here's something counterintuitive: the plan you make matters less than the act of making it. A meta-analysis of 94 studies found that forming 'implementation intentions', simply specifying what you'll do and when you'll do it, produced medium-to-large effects on goal achievement. The magic isn't in the schedule. It's in what happens to your brain when you create one.

When you pre-decide your next action, you create an automatic cue-response link. Your brain essentially pre-loads the behavior, so when the moment arrives, you don't need to burn executive function deciding what to do. You just… do it. For anyone with ADHD, where executive function is already running at a deficit, this is transformative. You're offloading the hardest part, initiation, to a system that runs on autopilot.

Ebbi's task sequencing and schedule builder aren't about rigid productivity. They're about reducing the cognitive cost of getting started, which is often the only thing standing between you and your work.

Sources

Gollwitzer, P. M. & Sheeran, P. (2006). Advances in Experimental Social Psychology. https://doi.org/10.1016/S0065-2601(06)38002-1

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Time blindness is real, here's what helps

You're not bad at managing time. Your brain literally perceives it differently.

If you've ever looked up from your desk and realized three hours vanished, or drastically underestimated how long a task would take, you've experienced time blindness. And it's not a character flaw. A 2022 meta-analysis of 27 studies confirmed that children and adolescents with ADHD show significant deficits in time perception across multiple dimensions: duration estimation, reproduction, and discrimination. Research suggests similar patterns may extend into adulthood.

Russell Barkley's executive function model frames ADHD partly as a disorder of time management, not in the productivity-guru sense, but in the neurological sense. The internal clock runs differently. His recommendation: externalize time. Make it visible, audible, unavoidable. Clocks, timers, countdowns, anything that moves the abstract concept of time into something your senses can track.

Ebbi's live time projection and recalculation do exactly this. They turn invisible time into something concrete, showing you what your day actually looks like so you can make real decisions instead of optimistic guesses.

Sources

Zheng, Q., Wang, X., Chiu, K. Y., & Shum, K. K. (2022). Journal of Attention Disorders. https://doi.org/10.1177/1087054720978557

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Why shame makes ADHD worse, not better

Guilt-based productivity apps are working against your neurology, not with it.

A lot of productivity apps use shame as a motivator. Miss a day and your plant dies. Break a streak and you see red. Skip a task and the interface reminds you that you failed. For neurotypical brains, that mild guilt can sometimes nudge behavior. For ADHD brains, it's poison.

Research on self-compassion and procrastination shows that negative self-judgment around productivity increases stress and avoidance behaviors. When you internalize missed tasks as personal failure, the resulting stress undermines the executive function you need to get back on track. The result? More avoidance, more procrastination, more self-criticism. It's a loop, and it tightens with every failure notification.

Ebbi is built on a no-punishment philosophy. No dying trees. No broken streaks. No passive-aggressive reminders. Because the research is clear: the path back to focus runs through self-compassion, not guilt.

Sources

Sirois, F. M. (2014). Self and Identity. https://doi.org/10.1080/15298868.2013.763404

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Nature sounds and the science of attention restoration

Nature doesn't demand your attention, and that's exactly why it helps you get it back.

Directed attention, the kind you use for work, studying, planning, is a limited resource. Use it long enough and it depletes, leaving you scattered, irritable, and struggling to concentrate. Attention Restoration Theory, developed by Kaplan and Kaplan, proposes that natural environments restore this capacity because they engage a different attention system entirely: involuntary fascination. Rustling leaves, flowing water, birdsong, these sounds gently hold your awareness without requiring effort, giving your directed-attention circuits time to recover.

A 2013 qualitative study by Ratcliffe and colleagues found that bird sounds in particular were strongly associated with perceived attention restoration and stress recovery. Across interviews with 20 participants, natural soundscapes were consistently described as more restorative than urban environments.

Ebbi's forest and rain soundscapes aren't just pleasant background noise. They're associated with increased parasympathetic activity and changes in default mode network connectivity, supporting stress recovery, lowering cognitive load, and helping you return to focused work with a brain that's actually ready for it.

Sources

Kaplan, R. & Kaplan, S. (1989). The Experience of Nature. Cambridge University Press.

Ratcliffe, E., Gatersleben, B., & Sowden, P. T. (2013). Journal of Environmental Psychology. https://doi.org/10.1016/j.jenvp.2013.08.004

Alvarsson, J. J., Wiens, S., & Nilsson, M. E. (2010). Int J Environ Res Public Health, 7(3), 1036-1046. https://doi.org/10.3390/ijerph7031036

Gould van Praag, C. D., et al. (2017). Scientific Reports, 7, 45273. https://doi.org/10.1038/srep45273

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Why saving your tasks changes everything

The Task Bank isn't a to-do list. It's cognitive offloading infrastructure.

ADHD brains struggle with prospective memory: remembering what to do and when to do it. Every time you sit down and plan from scratch, you're asking a system that's already running at a deficit to recall, estimate, and sequence tasks in real time. That's where most planning attempts fail, not from lack of motivation, but from the cognitive cost of getting started.

Cognitive offloading, the practice of storing information externally rather than holding it in working memory, is a well-established strategy for reducing mental load. The Task Bank externalizes the "what should I do?" decision by saving tasks you've done before with their time estimates. Tomorrow's plan starts where today's left off.

Sources

Risko, E. F. & Gilbert, S. J. (2016). Cognitive Offloading. Trends in Cognitive Sciences, 20(9), 676-688. https://doi.org/10.1016/j.tics.2016.07.002

Barkley, R. A. (2012). Executive Functions: What They Are, How They Work, and Why They Evolved. Guilford Press.

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Why naming your breaks makes them work

Implementation intentions turn vague "take a break" into automatic action.

A meta-analysis of 94 studies found that forming implementation intentions ("when X happens, I will do Y") produced a medium-to-large effect on goal achievement (d = 0.65). When tested specifically with ADHD children, the effect was significant: pre-planned if-then responses improved task performance by compensating for the executive function deficit that otherwise prevented action.

The Reset Bank applies this principle to breaks. Instead of a vague "take a break," you've already decided: "when this task ends, I'll walk around the block." The decision is pre-loaded. No willpower required. No guilt about what counts as a "good" break. Just the action you already chose.

Sources

Gollwitzer, P. M. & Sheeran, P. (2006). Advances in Experimental Social Psychology, 38. https://doi.org/10.1016/S0065-2601(06)38002-1

Gawrilow, C. & Gollwitzer, P. M. (2008). Cognitive Therapy and Research, 32, 261-280. https://doi.org/10.1007/s10608-007-9150-1

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Task splitting: sprints, not marathons

ADHD sustained attention degrades faster. The solution is shorter intervals with recovery.

Barkley's unifying theory of ADHD (1997) established that sustained attention in ADHD degrades faster and more steeply than in neurotypical individuals. A 90-minute task isn't just hard for an ADHD brain. It's structurally incompatible with how the brain manages attention. Task chunking, breaking longer tasks into shorter segments with breaks between them, is an established ADHD intervention supported by educational research and confirmed by Albulescu et al.'s (2022) meta-analysis showing that structured short breaks significantly reduce fatigue and restore vigor.

Ebbi's task splitting takes a long task and breaks it into manageable intervals with resets between each segment. The total work time is the same. The cognitive architecture is fundamentally different.

Sources

Barkley, R. A. (1997). Psychological Bulletin, 121(1), 65-94. https://doi.org/10.1037/0033-2909.121.1.65

Albulescu, P., et al. (2022). PLoS ONE, 17(8), e0272460. https://doi.org/10.1371/journal.pone.0272460

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Cognitive load reduction: every screen earns its place

Working memory is limited. In ADHD, more so. Every extra element on screen has a cost.

Miller (1956) established that working memory holds roughly 7 items. Martinussen et al. (2005) found consistent, significant working memory deficits in ADHD. Sweller's Cognitive Load Theory (1988) showed that exceeding working memory capacity degrades performance. Iyengar and Lepper (2000) demonstrated that more choices don't help people decide; they stop them from deciding at all.

Ebbi applies these findings throughout: single-task display during sessions, maximum 5-7 items visible without scrolling, one primary action per screen, and no consent dialogs on first launch. This isn't minimalism for aesthetics. It's load management for a brain that can't afford to waste capacity on irrelevant information.

Sources

Sweller, J. (1988). Cognitive Science, 12(2), 257-285. https://doi.org/10.1207/s15516709cog1202_4

Martinussen, R., et al. (2005). J Am Acad Child Adolesc Psychiatry, 44(4), 377-384. https://doi.org/10.1097/01.chi.0000153228.72591.73

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Estimate accuracy: building the feedback loop your brain is missing

ADHD brains have a measurable metacognitive deficit. External feedback corrects it.

Barkley, Murphy, and Fischer (2007) documented that ADHD adults significantly overestimate their own performance and underestimate task duration. Toplak, West, and Stanovich (2013) reinforced this from a measurement perspective: self-report and performance-based measures of executive function diverge significantly in ADHD, evidence of the same metacognitive gap.

Ebbi tracks planned versus actual duration for every task. Over time, it shows patterns that the ADHD brain struggles to generate internally. The goal isn't to make users feel bad about estimating poorly. It's to make the calibration error visible so it can be corrected.

Sources

Barkley, R. A., Murphy, K. R., & Fischer, M. (2007). ADHD in Adults: What the Science Says. Guilford Press.

Toplak, M. E., et al. (2013). J Child Psychol Psychiatry, 54(2), 131-143. https://doi.org/10.1111/jcpp.12001

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Activation energy: why starting is the hardest part

Task initiation is a distinct executive function deficit. Design the friction out.

Barkley (1997) identified task initiation as sitting at the intersection of four executive functions that ADHD impairs. The ADHD brain often knows what to do and wants to do it. The bridge between wanting and starting is where the deficit lives. Fogg's Behavior Model (2009) shows that when motivation is unreliable, the behavior must be made easier. Safren et al.'s (2010) landmark JAMA trial proved that CBT for ADHD works primarily by reducing barriers to action.

Every design decision in Ebbi was tested against the question: "Would this work on a bad brain day?" Floating action button, one-tap start, saved task templates, no consent dialogs. Every tap removed is a barrier that can't stop you.

Sources

Safren, S. A., et al. (2010). JAMA, 304(8), 875-880. https://doi.org/10.1001/jama.2010.1192

Fogg, B. J. (2009). Proceedings of the 4th International Conference on Persuasive Technology. https://doi.org/10.1145/1541948.1541999

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Cumulative progress, not streaks

Streaks punish missed days. Cumulative progress rewards every day you show up.

Kahneman and Tversky's Prospect Theory (1979) established that losses are weighted roughly twice as heavily as gains. A broken streak triggers disproportionate shame, which for ADHD users feeds the avoidance cycle. Deci and Ryan's Self-Determination Theory (2000) shows that extrinsic motivators like streaks can undermine the intrinsic motivation that actually sustains behavior. Volkow et al. (2011) demonstrated via PET imaging that ADHD adults have reduced dopamine receptor availability in reward regions, meaning immediate concrete feedback matters more than abstract deferred incentives.

Ebbi tracks total hours, not consecutive days. Your progress can only grow. A missed day changes nothing. The app greets you the same way whether you were gone for a day or a month.

Sources

Kahneman, D. & Tversky, A. (1979). Econometrica, 47(2), 263-291. https://doi.org/10.2307/1914185

Volkow, N. D., et al. (2011). Molecular Psychiatry, 16, 1147-1154. https://doi.org/10.1038/mp.2010.97

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Sound Research

The science behind each soundscape

Every sound in Ebbi was selected for a reason. Where direct ADHD research exists, we cite it. Where the evidence is indirect, we say so.

How ambient sound helps ADHD brains focus

Brown noise isn't a wellness trend, it's addressing a real neurological gap.

ADHD brains are chronically under-aroused. That's not a metaphor, it's supported by research. The dopaminergic system that regulates attention runs at a lower baseline, which means your brain is constantly hunting for stimulation. That hunt is what looks like distractibility.

The Moderate Brain Arousal model, developed by Söderlund and Sikström, explains why ambient noise helps. Moderate background sound introduces what physicists call stochastic resonance, essentially, it adds just enough random noise to boost weak neural signals above the detection threshold. In under-aroused brains, this improves working memory, focus, and task performance. In typically-aroused brains, the same noise can actually hurt performance. It's not one-size-fits-all, it's filling a specific gap.

This is why so many people with ADHD swear by brown noise, rain sounds, or lo-fi music. They're not masking distractions, they're supplementing an arousal shortfall.

Ebbi's built-in soundscapes aren't ambiance. They're functional tools based on how your brain actually processes signal and noise.

Sources

Söderlund, G., Sikström, S., & Smart, A. (2007). Journal of Child Psychology and Psychiatry. https://doi.org/10.1111/j.1469-7610.2007.01749.x

Rausch, V. H., Bauch, E. M., & Bunzeck, N. (2014). Journal of Cognitive Neuroscience, 26(7), 1469-1480. https://doi.org/10.1162/jocn_a_00537

White Noise

The most studied sound for ADHD. Direct evidence from 12+ peer-reviewed studies.

White noise has more ADHD-specific research than any other sound type. The foundational study by Söderlund, Sikström, and Smart (2007) found that white noise improved cognitive performance in children with ADHD while deteriorating performance in typically developing controls. This finding has been replicated across multiple studies and was confirmed in a 2024 meta-analysis of 13 studies covering 335 ADHD participants.

The meta-analysis found a small but statistically significant benefit for ADHD (g = 0.249, p < 0.0001). Importantly, the same noise hurt non-ADHD performance (g = -0.212). This is not a general focus tool. It specifically addresses a neurological gap in ADHD brains.

A note on labeling: Most consumer "white noise" products actually produce grey noise, a perceptually shaped variant. During development, we discovered this discrepancy and built both true white noise and grey noise so users can hear the real difference.

Sources

Nigg, J.T., et al. (2024). J Am Acad Child Adolesc Psychiatry, 63(8), 778-788. PMID: 38428577.

Söderlund, G., et al. (2007). J Child Psychol Psychiatry, 48(8), 840-847. PMID: 17683456.

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Pink Noise

Included in the ADHD meta-analysis alongside white noise. Equal energy per octave.

Pink noise drops 3 dB per octave, producing equal energy per octave. This matches how the human ear perceives pitch, making it sound more balanced than white noise. The Nigg et al. (2024) meta-analysis explicitly includes pink noise alongside white noise, finding the same direction and magnitude of benefit for ADHD performance.

Sources

Nigg, J.T., et al. (2024). J Am Acad Child Adolesc Psychiatry, 63(8), 778-788. PMID: 38428577.

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Brown Noise

Also called red noise. Popular among ADHD adults. Theoretical plausibility, limited direct evidence.

No peer-reviewed study has specifically tested brown noise with ADHD participants. The Nigg et al. (2024) meta-analysis explicitly notes this gap. However, a general-population study found that red noise (mathematically identical to brown noise) improved psychomotor speed, executive function, and working memory compared to quiet conditions, and was rated among the most comfortable noise colors for extended listening.

Brown noise is included based on this indirect evidence, the theoretical plausibility that stochastic resonance applies across noise colors, and strong demand from the ADHD community.

Sources

Lu, S.-Y., et al. (2020). Noise & Health, 22(104), 19-27. PMID: 33243964.

Nigg, J.T., et al. (2024). J Am Acad Child Adolesc Psychiatry, 63(8), 778-788. PMID: 38428577.

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Grey Noise

Perceptually flat noise shaped by psychoacoustic science. No direct studies.

Grey noise is white noise filtered through the inverse of the ISO 226 equal-loudness contour, producing sound that is perceived as equally loud at all frequencies. Most consumer "white noise" machines and apps actually produce something closer to grey noise without labeling it correctly. Ebbi offers both, accurately labeled, so users can choose based on what actually works for their brain.

No study has tested grey noise specifically for ADHD or cognition. It is included as a perceptual variant of white noise designed for comfortable extended listening, with the ADHD benefit inherited by analogy from the white noise evidence base.

Sources

ISO 226:2023. Acoustics: Normal equal-loudness-level contours. International Organization for Standardization.

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Rain

Water sounds showed the strongest health effect in a PNAS meta-analysis.

A 2021 meta-analysis in the Proceedings of the National Academy of Sciences synthesized 18 studies on natural sounds and health. The aggregate effect on positive affect was large (g = 1.63), with water sounds showing the strongest improvement of any natural sound category. Rain's broadband spectral profile approximates pink noise, connecting it indirectly to the noise color evidence base for ADHD.

Sources

Buxton, R.T., et al. (2021). PNAS, 118(14). PMID: 33753555.

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Ocean Waves

Rhythmic water sounds support parasympathetic activation and stress recovery.

Ocean waves fall within the water sounds category that showed the strongest positive affect in the Buxton et al. PNAS meta-analysis. The rhythmic wave cycle (6-12 seconds) aligns with human respiratory rhythms, supporting parasympathetic entrainment and relaxation. No ADHD-specific ocean study exists. Included based on the strong general-population evidence for water sounds.

Sources

Buxton, R.T., et al. (2021). PNAS, 118(14). PMID: 33753555.

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Stream

Nature sounds facilitated faster stress recovery than urban noise conditions.

A study measuring physiological stress markers found that nature sounds, including flowing water, facilitated faster sympathetic nervous system recovery after stress compared to traffic noise conditions. Water sounds also function as informational maskers, redirecting cognitive attention rather than simply overpowering competing sounds.

Sources

Alvarsson, J.J., et al. (2010). Int J Environ Res Public Health, 7(3), 1036-1046. PMID: 20617017.

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Wind

Natural soundscapes shifted brain connectivity and increased parasympathetic activity.

A neuroimaging study found that naturalistic soundscapes (which include wind) increased parasympathetic activity and shifted default mode network connectivity from anterior to posterior coupling, a pattern associated with reduced self-referential processing. Wind is not studied in isolation, but its broadband spectral profile provides effective masking of environmental distractors.

Sources

Gould van Praag, C.D., et al. (2017). Scientific Reports, 7, 45273. PMID: 28345604.

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Fireplace

Fire with sound produced consistent blood pressure decreases in a controlled study.

A study in Evolutionary Psychology found that fire with sound produced consistent blood pressure decreases, with longer exposure producing greater effects. The calming response is attributed to evolutionary associations with safety and social bonding. The stochastic timing of crackle events also prevents auditory habituation, meaning the brain does not tune it out as quickly as steady-state noise.

Sources

Lynn, C.D. (2014). Evolutionary Psychology, 12(5), 983-1003. PMID: 25387270.

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Thunderstorm

Combines rain's evidence base with the psychological sense of shelter.

No peer-reviewed study has tested thunderstorm sounds specifically. Thunderstorm combines rain (strong general evidence via Buxton et al. 2021) with low-frequency rumble. The combination of continuous rain masking with sporadic distant thunder provides both steady-state arousal and the "being away" component of Attention Restoration Theory (Kaplan, 1995). Included based on the evidence for its component parts.

Sources

Buxton, R.T., et al. (2021). PNAS, 118(14). PMID: 33753555.

Kaplan, S. (1995). Journal of Environmental Psychology, 15, 169-182. https://doi.org/10.1016/0272-4944(95)90001-2

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Lo-Fi Music

Background music with specific temporal properties supports ADHD focus.

A 2024 study found that children made fewer errors with background music compared to silence, though the effect was not specific to ADHD in that sample. Separately, Woods et al. (2024) found that music with specific amplitude modulations supported sustained attention specifically in listeners with ADHD symptoms. A 2023 systematic review of 17 studies found that slow tempo music brought ADHD children's performance closest to control group levels. Ebbi's lo-fi soundscape uses slow tempo (72 BPM), instrumental texture, and warm tonal character, consistent with these findings.

Sources

Mendes, C.G., et al. (2024). Interact J Med Res, 13, e53869. PMID: 39024557.

Martin-Moratinos, M., et al. (2023). JMIR, 25, e37742. https://doi.org/10.2196/37742

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Cafe

Moderate ambient noise (~70 dB) enhanced creative thinking in a landmark study.

A study in the Journal of Consumer Research found that moderate ambient noise (approximately 70 dB, typical of a coffee shop) enhanced creative task performance compared to quiet conditions. High noise (85 dB) impaired creativity. The mechanism: moderate noise increases processing difficulty, which induces more abstract thinking. This study used a general population, not ADHD participants.

Sources

Mehta, R., et al. (2012). J Consumer Research, 39(4), 784-799. DOI: 10.1086/665048.

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Silence

Not the absence of a feature. A deliberate restorative tool with its own evidence base.

Silence is biologically active: a mouse study found it was the only auditory condition that produced lasting hippocampal neurogenesis at 7 days (Kirste et al., 2015). Silent pauses reduced heart rate and blood pressure below resting baseline in humans (Bernardi et al., 2006). And a 2024 ADHD study found that individuals with elevated hyperactivity/impulsivity scores performed worse with noise, making silence the evidence-based optimal condition for this subtype.

Sources

Söderlund, G., et al. (2007). J Child Psychol Psychiatry, 48(8), 840-847. PMID: 17683456.

Söderlund, G.B.W., et al. (2024). Scand J Child Adolesc Psychiatry Psychol, 12(1), 92-99. https://doi.org/10.2478/sjcapp-2024-0010

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