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NeuroHabit · Evidence matrix

How every habit earns its weight.

NeuroHabit groups daily habits by the brain pathway they most plausibly act on: dopamine, serotonin, oxytocin or endorphin. Before a habit enters the app, it goes through this matrix: what the mechanism is, how strong the evidence is, and which literature it rests on.

The grades then set each habit's tier, and the tier sets its weight in the scoring engine. Weak evidence cannot earn a heavy weight.

How to read the matrix

Each habit is graded twice, because a plausible mechanism and a proven benefit are different claims.

Mechanism evidence

How well established the link is between the habit and its named pathway, from human, animal or imaging studies.

Outcome evidence

How well established the effect is on mood, wellbeing or mental-health outcomes in people.

Grades

Strong
Meta-analyses or multiple randomised trials
Moderate
Some trials, or consistent observational and mechanistic work
Limited
Plausible, but indirect, small or animal-only evidence

From grade to score

Three tiers carry different weight. Foundational habits unlock a category's full score, secondary habits score at weight 2, and bonus habits at weight 1. Each category's foundational habits:

Dopamine

Drive & reward

Deep Work / Main Goal · Meaningful Progress · Morning Sunlight (10–15 min)

Serotonin

Stability & mood

Sleep · Solat / Daily Prayer / Mindfulness · Rhythmic Movement (20+ min)

Oxytocin

Connection & trust

Active Socialising (20+ min) · Physical Touch / Oxytocin Anchor · Sincere Appreciation (Expressed)

Endorphin

Resilience & movement

Exercise (Dedicated Session) · Active Day (Incidental Steps)

The matrix

33 habits across four pathways. Filter by category.

HabitTierMechanismOutcomeKey literatureNotes
Deep Work / Main GoalDopamine Foundational Moderate Limited Berke 2018, Nat Neurosci; Gershman 2024 Dopamine ramps during sustained goal pursuit are well described in animal and computational work. Direct wellbeing trials of deep-work sessions are limited.
Meaningful ProgressDopamine Foundational Limited Moderate Amabile & Kramer 2011, The Progress Principle Diary evidence links small daily progress to mood and motivation. Observational; the dopamine link is inferred.
Morning Sunlight (10–15 min)Dopamine Foundational Moderate Moderate Leproult & Van Cauter (circadian); Golden et al. 2005, Am J Psychiatry Circadian entrainment by morning light is well established, and light therapy improves mood. The dopamine-specific pathway is less direct.
Task List CompletionDopamine Secondary Limited Limited Berridge 2007, Psychopharmacology Small, real reward signals per completed task. Reweighted down after review: productivity gains do not map cleanly to neurochemical uplift.
Active Skill Practice (20+ min)Dopamine Bonus Moderate Limited Reference in review Note in review
Goal-Focused JournalingDopamine Bonus Limited Limited Reference in review Plausible prefrontal and anticipatory-reward mechanism; outcome trials for this specific habit are limited. Kept at the lowest weight.
Screen-Free Block (2+ hrs)Dopamine Bonus Moderate Moderate Hunt et al. 2018, J Soc Clin Psychol Limiting social media use reduced loneliness and depressive symptoms in a randomised trial. Framed as a protective, removal habit.
Tyrosine-Rich MealDopamine Bonus Moderate Limited Amino-acid precursor literature Tyrosine is the dietary precursor to dopamine. Evidence for mood outcomes from diet alone is limited.
Fasting (Eating Window)Dopamine Secondary Limited Limited Reference in review A consistent eating window supports regular routines. Claims about dopamine receptor sensitivity are speculative and are not used in scoring rationale.
SleepSerotonin Foundational Strong Strong Scott et al. 2021, Sleep Med Rev; Zhang et al. 2024, Sleep Breath Improving sleep improves mental health in randomised trials: the strongest causal evidence in the library. The serotonin-specific link is indirect.
Solat / Daily Prayer / MindfulnessSerotonin Foundational Moderate Moderate Goyal et al. 2014, JAMA Intern Med (47 trials, n=3,515) Moderate evidence for anxiety and depression from meditation trials. Prayer-specific trials are fewer; the shared mechanism is stress-response downregulation.
Rhythmic Movement (20+ min)Serotonin Foundational Moderate Moderate Jacobs & Azmitia 1992, Physiol Rev Rhythmic motor activity increases serotonergic neuron firing in animal work; walking interventions show moderate mood benefits in people.
5-a-Day (Veg & Fruit)Serotonin Secondary Moderate Moderate Jacka et al. 2017, BMC Med; Firth et al. 2019, Psychosom Med Dietary improvement reduces depressive symptoms in trials. Note: most serotonin is made in the gut but does not cross into the brain; the link runs through the microbiome and inflammation.
Nature Walk (20+ min)Serotonin Secondary Moderate Moderate Bratman et al. 2015, PNAS A nature walk reduced rumination and subgenual prefrontal activity versus an urban walk. Small trial; consistent with wider nature-exposure literature.
Protein-Rich MealsSerotonin Secondary Moderate Limited Tryptophan precursor literature Tryptophan is the serotonin precursor, but protein-rich meals also raise competing amino acids, so brain entry depends on the whole meal. Mood outcomes are limited.
Gratitude / MuhasabahSerotonin Bonus Limited Moderate Davis et al. 2016, J Couns Psychol Gratitude interventions show small but consistent wellbeing effects. The serotonin mechanism is inferred.
Breathwork / DhikrSerotonin Bonus Moderate Moderate Zaccaro et al. 2018, Front Hum Neurosci; Goyal et al. 2014 Slow breathing shifts autonomic balance toward parasympathetic activity. Effects on anxiety are modest but real.
Power Nap / Qailullah (10–25 min)Serotonin Bonus Moderate Moderate Brooks & Lack 2006, Sleep Short naps improve alertness and mood; longer naps cause sleep inertia. Capped so it cannot substitute for night sleep.
Restorative Hobby (20+ min)Serotonin Secondary Limited Moderate Soga et al. 2017, Prev Med Rep (gardening meta-analysis) Gardening and similar hobbies show positive wellbeing effects. Soil-bacteria serotonin findings are from animal studies only.
No Added Sugar TodaySerotonin Bonus Limited Moderate Knüppel et al. 2017, Sci Rep Higher sugar intake is associated with later common mental disorders in cohort data. Association, not causation. Shown with a disordered-eating note.
Active Socialising (20+ min)Oxytocin Foundational Moderate Strong Holt-Lunstad et al. 2010, PLoS Med; Holt-Lunstad 2024, World Psychiatry Social connection predicts mortality and mental health with some of the strongest evidence in behavioural science.
Physical Touch / Oxytocin AnchorOxytocin Foundational Moderate Moderate Light et al. 2005, Biol Psychol; Packheiser et al. 2024, Nat Hum Behav Hugs and partner contact associate with higher oxytocin, and touch interventions improve wellbeing. Specific duration thresholds are not well supported, so the app says "sustained contact".
Sincere Appreciation (Expressed)Oxytocin Foundational Limited Moderate Kumar & Epley 2018, Psychol Sci Expressing gratitude improves wellbeing for both sides, more than expressers predict. The oxytocin link is inferred.
Shared Meal (Eat Together)Oxytocin Secondary Limited Limited Dunbar 2017, Adapt Hum Behav Physiol People who eat socially more often report closer relationships and higher life satisfaction. Cross-sectional.
Receive Care / Be VulnerableOxytocin Secondary Limited Limited Reference in review Note in review
Group Singing / Shared MusicOxytocin Bonus Moderate Limited Pearce et al. 2015, R Soc Open Sci Group singing speeds social bonding. The evidence points to endorphin-mediated bonding as much as oxytocin.
Community Help / Act of KindnessOxytocin Bonus Moderate Moderate Moll et al. 2006, PNAS; Curry et al. 2018, J Exp Soc Psychol Giving activates reward circuitry, and kindness interventions show small-to-medium wellbeing effects.
Social Laughter / HumorOxytocin Bonus Moderate Limited Manninen et al. 2017, J Neurosci Social laughter releases endogenous opioids (PET). Placed in Oxytocin because its function is bonding; moved from Endorphin after review.
Exercise (Dedicated Session)Endorphin Foundational Strong Strong Singh et al. 2023, Br J Sports Med (97 reviews, n=128,119); Boecker et al. 2008, Cereb Cortex Exercise reduces depression and anxiety with medium effects; PET shows opioid release in running. Tiered by intensity.
Active Day (Incidental Steps)Endorphin Foundational Limited Moderate Bizzozero-Peroni et al. 2024, JAMA Netw Open More daily steps associate with fewer depressive symptoms. Acute neurochemical effects are weaker than structured exercise.
Cold Shower / Contrast TherapyEndorphin Secondary Moderate Limited Šrámek et al. 2000, Eur J Appl Physiol; Buijze et al. 2016, PLoS One Cold water raises noradrenaline robustly. The endorphin link is extrapolated, and the app says so. Not for people with cardiovascular conditions.
Creative Play / DancingEndorphin Secondary Moderate Moderate Tarr et al. 2016, Evol Hum Behav Synchronised dancing raises pain thresholds, a marker of endorphin release, and increases bonding.
Yoga / Mobility / Stretching (10+ min)Endorphin Bonus Moderate Moderate Cramer et al. 2013, Depress Anxiety Yoga shows moderate short-term benefits for depressive symptoms.

Effect size to weight

Where meta-analyses report effects on depressive symptoms, those effect sizes anchor the weights. Values are approximate standardised mean differences summarised from the cited reviews.

DomainEffect on depression (SMD)WeightTierRationale
Vigorous exercise (45+ min)~0.60–0.803Foundational, high levelLargest effect in the library; PET-confirmed opioid release.
Sleep (7–9 hrs)~0.40–0.552FoundationalCausal link shown in randomised trials of sleep improvement.
Moderate exercise (30 min)~0.432Foundational, moderate levelWithin the WHO-recommended range; dose-response supported.
In-person social connection~0.19–0.402–3FoundationalMortality-level evidence justifies weight despite a moderate depression effect.
Diet (fibre, protein)~0.25–0.351–2SecondaryStrong mechanism, moderate trial outcomes.
Mindfulness, breathwork, dhikr~0.30–0.381BonusReal but modest effects (Goyal et al. 2014).
Walking and incidental activity~0.25–0.301BonusEffective, but weaker than structured exercise.
Journaling, goal-writingIndirect1BonusPlausible mechanism, insufficient outcome data.

What the review changed

The matrix is not decoration: grading the evidence changed the engine.

PromotedMorning SunlightRaised to foundational, so Dopamine no longer depends on a single habit that some users cannot do daily.
ReweightedTask List CompletionKept secondary but reduced: real but small reward signals did not justify a heavy weight.
MovedSocial LaughterFrom Endorphin to Oxytocin. Its function is bonding, even though PET shows opioid release.
SoftenedCold exposure and touch claimsCold water is credited mainly with noradrenaline, with the endorphin link marked as extrapolated; "20-second hug" became "sustained contact".
RebalancedSerotonin weightsFoundational weights reduced so one category could not dominate the daily score.
RemovedVirtual check-insWeak evidence relative to in-person contact, and overlapping with Active Socialising.

What this is, and isn't. NeuroHabit is a habit-building and psychoeducation tool, not a treatment for any condition. Mapping a habit to one neurotransmitter is a simplification: every habit here acts on several systems at once.

The grades reflect the literature as reviewed in October 2026 and will change as evidence does.