IONIS Screening
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Autism Screening Model Integration
Fill out the clinical intake form below to request a prediction from the selected ML model.
Select Prediction Model
Logistic Regression
High Interpretability
Random Forest
Robust to Outliers
XGBoost
High Performance
Age of the girl
Numeric between 1 and 15 both inclusive
Is there a family history of autism or related neurodevelopmental conditions?
Select…
0 — No
1 — Not Sure
2 — Yes
0–No, 1–Not Sure, 2–Yes
Did you experience any complications during pregnancy or childbirth?
Select…
0 — No complications
1 — Any complications reported
0–No complications, 1–Any complications reported
At what age did your child first start to walk?
Numeric between 1 and 5 both inclusive
At what age did your child first start to speak in full words or phrases?
Numeric between 1 and 5 both inclusive
Are there any known medical, neurological, or psychological conditions your child is currently experiencing?
Select…
0 — None
1 — One or more conditions
0–None, 1–One or more conditions
Appears comfortable in social settings (e.g., classrooms, birthday parties)
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Prefers spending time with close friend(s) over group of people with group activities
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Seems emotionally or physically exhausted after socializing
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Confidently initiates conversations
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Struggles to read facial expressions, tone, or body language
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Recognizes familiar people when seeing them unexpectedly
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Is able to put up with / go along with inaccuracies / guestimations / approximation?
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Frequently feels misunderstood during conversations
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Becomes upset or frustrated when misunderstood
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Struggles to express emotions with words
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Finds it difficult to calm down after becoming upset or stressed
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Demonstrates ritualized patterns of verbal or nonverbal behavior with extreme distress at small changes (Prefers routines in daily life)
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Rehearses or plans their conversations (phrases, always greet Good Morning/Evening, etc.) in advance
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Monitors others’ reactions to her actions to get a validation that she is acting appropriately
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Engages in “stimming” i.e. certain repetitive movements or actions: Twirling, rocking, waving hands, wiggling legs, humming, etc.
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Appears confused by social expectations or 'unwritten rules'
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Mimics others’ behavior to fit in
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Avoids or struggles to maintain eye contact
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Fnds it difficult to follow multiple conversations happening at once (e.g., in a group setting)?
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Feels overwhelmed by the need to communicate in social situations?
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Feels overwhelmed / stressed when something changes on them at the last minute or gets upset when others do not follow through on plans/promises made
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Appears anxious or withdrawn in unfamiliar social settings
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Finds it difficult to manage emotions during stressful interactions
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Internalizes anxiety or stress without showing it
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Sensitive to loud noises and/or bright lights or visual clutter
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Avoids certain fabrics or textures due to discomfort
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Affected by strong smells that others seem to tolerate
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Appears overwhelmed in crowded or noisy environments
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Uses the same phrases or greetings in different situations
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
Demonstrates strong emotional reactions in intense situations (e.g., anger, crying, withdrawal)
Select…
1 — Never
2 — Rarely
3 — Sometimes
4 — Often
5 — Always
1–Never, 2–Rarely, 3–Sometimes, 4–Often, 5–Always
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