What would make a family health app useful to both us and our clinicians?
Kai Ting Mok; Daniel Chan; Chengsi Ong; Ming Hui Chiew; Mei Chien Chua; Annabel Ngien; Navin Michael; Varsha Gupta; Jerry Kok Yen Chan; Fabian Yap; Chee Wai Ku; See Ling Loy · 2026-06-19 · Frontiers in Digital Health
Parents of infants/early-life childrenCC BY 4.0Generative AI/LLM; clinically curated chatbot within appDirect parenting evidence
How can a chatbot reinforce our work with a parenting professional between sessions?
Karin Mostovoy; Blanca S Pineda; Arjun Bharat; Tyrique Patterson; Jing Mao; Carlos Felipe Rivera-Cepeda; Daniel M Bagner; Antonio Y Hardan; Eduardo L Bunge; Ivan Steenstra · 2026-08-19 · JMIR Formative Research
Children 3–14 years; adult caregiversCC BY 4.0Generative AI conversational agent; RAG/human-supervised hybrid PMTDirect parenting evidence
How can our family decide together what a home robot should collect and share?
Leigh Levinson; Jessica McKinney; Christena Nippert-Eng; Randy Gomez; Selma Šabanović · 2024-03-21 · Frontiers in Robotics and AI
Analyzed children approximately 7–11 yearsCC BY (version not stated)Social-robot family design workshop; hypothetical home useDirect parenting evidence
What help should come from a chatbot and what should stay with our human therapist?
Carlos Felipe Rivera-Cepeda; Blanca S Pineda; Daniella Vaclavik; Daniel M Bagner; Antonio Y Hardan; Andrea Abadi; Karin Mostovoy; Eduardo L Bunge; Ivan Steenstra; Amaryllis Mavragani; Yexinyu Yang · 2026-04-07 · JMIR Formative Research
Children 3–14 years; caregivers 34–65CC BY 4.0Generative AI/LLM; RAG and therapist-supervised PMTDirect parenting evidence
How could automated support help me know when to contact my postpartum care team?
Kirstin Leitner; Clare Cutri-French; Abigail Mandel; Lori Christ; Nathaneal Koelper; Meaghan McCabe; Emily Seltzer; Laura Scalise; James A Colbert; Anuja Dokras; Roy Rosin; Lisa Levine · 2025-04-22 · JMIR AI
First six weeks postpartum and newborn careCC BY 4.0Narrow NLP conversational agent; curated responses, not LLMDirect parenting evidence
What evidence should I ask for before relying on a parenting chatbot?
Max C Klapow; Andrew Rosenblatt; Jamie Lachman; Frances Gardner; Sherif Badawy; Tharun Anand Reddy Sure; Ahmed Hassan; Xiaomeng Ma · 2024-10-07 · JMIR Pediatrics and Parenting
Parents of children 0–18 yearsCC BY 4.0Mixed AI and rule-based parenting chatbot systematic reviewDirect parenting evidence
Can digital suggestions help us spend more purposeful time playing and learning together?
Günther Fink; Dana Charles McCoy; Lena Jäggi; Kristen Hinckley; Andreana Castellanos; Maria Luisa Huaylinos Bustamante; Leonel Aguilar; Maria Catalina Gastiaburu Cabello; Milagros Alvarado; Sarah Farnsworth Hatch; Marta Dormal; Jorge Cuartas; Ce Zhang; Stella Hartinger Peña; Daniel Mäusezahl · 2026-03-04 · Science Advances
Infants 3–9 months at enrollment; development assessed around 2.5 yearsCC BY 4.0AI-supported recommendation/conversational system; not established as GenAIDirect parenting evidence
What should clinicians, parents and developers test before an AI parenting feature is offered to families?
Peter Woods; Stephanie Donohoe; Louise Turtle; Udit Agrawal; Joshua Humphriss; Niel Cordes; Nathan Hodson · 2025-12-17 · JMIR Formative Research
Targets parents of children with conduct difficulties; no child-user trialCC BY 4.0AI/GenAI parenting feature prototypes; developer hackathonFamily implications