Smart Homes and Families to Enable Sustainable Societies: A Data-Driven Approach for Multi-Perspective Parameter Discovery Using BERT Modelling
Abstract
:1. Introduction
1.1. Home Sweet Home
1.2. This Work
1.3. Novelty and Contributions
2. Related Works
3. Methodology & Design
3.1. Methodology Overview
Algorithm 1: Master. | |
Input: Search Query | |
Output: The discovered Parameters & their Visualization | |
1 | Collect data using the Search Query and Save to the Database |
2 | Read the saved data using Pandas Data Frame (data could be the English articles or the Arabic tweets) |
3 | Pre-process the Pandas DataFrame and return the Processed DataFrame |
4 | Train BERT model with the Processed DataFrame and generate the Word Embeddings |
5 | Reduce the dimensionality of the generated Word Embeddings using the UMAP algorithm |
6 | Cluster the Word Embeddings into groups of similar embeddings using the HDBSCAN algorithm |
7 | Extract Topics based on c-TF-IDF |
8 | Reduce the number of extracted Topics |
9 | Save the BERT model |
10 | Relabel the Topics as Parameters |
11 | Aggregate the Parameters as Macro-Parameters |
12 | Validate and Visualize the Parameters and Macro-Parameters |
3.2. Data Collection
3.3. Dataset (Scopus: English)
3.4. Dataset (Twitter: Arabic)
3.5. Data Pre-Processing
3.6. Pre-Processing (Scopus: English)
3.7. Pre-Processing (Twitter: Arabic)
3.8. Parameter Modelling
BERTopic
3.9. Parameter Discovery & Quantitative Analysis
3.9.1. Term Score
3.9.2. Inter-Topic Distance Map
3.9.3. Keyword Score
3.9.4. Hierarchical Clustering
3.9.5. Similarity Matrix
3.10. Validation & Visualization
4. Parameter Discovery for Families & Homes (Academia: Scopus)
4.1. Overview and Taxonomy
4.2. Quantitative Analysis
4.3. Nurturing Families
4.3.1. Nurturing Children
4.3.2. Woman
4.3.3. Elderly
4.3.4. Spirituality
4.3.5. Summary and Temporal Analysis
4.4. Health & Lifestyle
4.4.1. Genetics
4.4.2. Food
4.4.3. Obesity
4.4.4. Smoking
4.4.5. Addictions
4.4.6. Mental Health
4.4.7. Cancer
4.4.8. Diabetes
4.4.9. Healthcare Provision
4.4.10. Nursing & Homecare
4.4.11. Pandemics
4.4.12. Summary and Temporal Analysis
4.5. Communities & Nations
4.5.1. Race
4.5.2. LGBTQ
4.5.3. Political Affiliations
4.5.4. Mexican Immigrants
4.5.5. Canadian & Immigrants
4.5.6. Syrian Immigrants
4.5.7. Germany
4.5.8. Sweden & Finland
4.5.9. Italy
4.5.10. Spain
4.5.11. China
4.5.12. Japan
4.5.13. Australia
4.5.14. Summary and Temporal Analysis
4.6. Resources & Management
4.6.1. House Pricing & Affordability
4.6.2. Architecture & Heritage
4.6.3. Work & Employment
4.6.4. Family Business
4.6.5. Agricultural Farming
4.6.6. Animal Farming
4.6.7. Tourism
4.6.8. Energy Management
4.6.9. Water Management
4.6.10. Disasters
4.6.11. Summary and Temporal Analysis
4.7. Technologies
4.7.1. Assistive Robots
4.7.2. Remote Healthcare
4.7.3. Social Media
4.7.4. Smart Environments
4.7.5. Sleep Monitoring
4.7.6. Rehabilitation Technologies
4.7.7. Summary and Temporal Analysis
5. Parameter Discovery for Families & Homes (Public: Twitter)
5.1. Overview and Taxonomy
5.2. Quantitative Analysis
5.3. Nurturing Families (Twitter)
“هذا التاريخ العميق يستحق أن يستذكره أبناء هذا الوطن.”
“This deep history deserves to be remembered by the people of this country.”
“…الأُمُّ الصالِحةُ إذا صَلَحَتْ صَلَحَ حال الأُسْرة؛ فصَلَحَ المجتمعُ بأسرِهِ”.
“Good mother is good for the family; when she is good, the whole society is reconciled.”
“…التربية و التعليم عبارة عن مجموعة من التحولات الايجابية المركبة والمتنوعة التي يلحظها الاستاذ بدقة ولا ينتبه لها اولياء الامور الا من رحم ربي”.
“…Education is a series of complex and varied transformations that the teacher observes precisely but that parents might ignore.”
“الزواج مو هدف لكن تحقيقه وتكوين اسره شي جميل ويسبب سعاده”.
“Marriage is not a goal but achieving it and starting a family is beautiful and causes happiness.”
“الزواج تعاون و مشاركة، في حال اذا كانت الزوجه تعمل، الزوج يقوم بواجبات المنزل و العكس صحيح، في هذه الحالات العناد يسبب الإهمال.”
“In a marriage, there is cooperation and partnership, if the wife works, the husband performs the duties of the house, and vice versa, in these situations, stubbornness can cause neglect.”
“كلما زادت الصدقة زاد الرزق، كلما زاد الخشوع في الصلاة زادت السعادة، كلما. زاد بر الوالدين زاد التوفيق بحياتك”
“Charity brings sustenance, reverence in prayer correlate with happiness, if you honor your parents, your life will be more successful.”
“البنت لا تعرف مسؤولية البيت وتحمل رعاية أسرة… علموا بناتكم ان الأسرة بناء يحتاج إلى أسس لابد أن نتعلمها. فالاسرة مسؤولية كبيرة”.
“The child does not realize the responsibility of the house and the care of a family… It is important to teach your children that the family is a building that must have foundations. Family is a great responsibility.”
“فيه ناس طموحها تصنع عائلة، وناس تشوف السفر والترحال نمط حياة، والناس تشوف التفوق بالشهادات،وناس حتى قومتهم من السرير ونفض الكسل. يشوفونه انجاز”
“The ambition of some is to create a family, another is to travel, and others see excellence in diplomas. People even see getting up from bed and overcoming laziness as an achievement.”
“اللهم عائلتي ومن أحب حتى ظلال الجنه”.
“Please God, my family and those who I love in Heaven”
“صوت الوالدين فالبيت أجمل وأكبر نعمة”.
“Parents’ voice, home is the most beautiful and greatest blessing.”
“الأخت الكبيرة هي جمال كل بيت، تُشعرك بالسعادة اللهم احفظها”.
“The big sister is the beauty of every home, she makes you feel happy, may God protect her.”
“مهما كانت درجة قربك من اي حد سواء اخت. اخ. صاحبة او اي احد ثاني هتفضل الأم هي الأقرب وأكتر شخص ممكن يحس بيك ويفهمك وصدقني اللي ممكن تحكيه لوالدتك ما ينفعش تحكيه لاحد ثاني مهما كان”.
“It doesn’t matter how close you are to your sister or brother. The mother is the closest and most understanding person, and believe me, what you can tell your mother, you won’t be able to tell anyone else, no matter what, no matter what.”
“في ظل انتشار وسائل التواصل ومعها المشاهير اصبح ضرورة تربية الأبناء على الاعتزاز بالقيم وتقوية شخصياتهم ”.
“In light of the proliferation of social media and celebrity culture, it has become increasingly essential to raise children to be proud of the values and strengthen their personalities”
“الشخص يتفاعل مع البيئه اللي نشأ فيها و يطور مهاراته من خلال المشاكل اللي تواجهه خصوصا لو كان طفل. الامهات دايم حريصات بزياده اكثر من الاباء و الشخص الحريص على ولده بزياده ولا يخليه يحل مشاكله يطلع ولده مايفهم ماهو ذنب الطفل لكن ذنب الاب اللي حرمه حقه من التعلم من مشاكل الحياه.”
“A person interacts with his environment and develops his skills based on the challenges he faces, especially as a child. Mothers always put more effort into that than fathers, and if a father does not allow his son to solve his problems, his son will not develop a strong personality. It may not be the child’s fault, but the father’s who may have deprived him from his right to learn from life’s problems.”
“في مرحلة بناء شخصية الطفل، اذا تدخلتي في هذي المرحلة بكره راح يغلط على اي شخص و يتصفق و يجي يكلمك. لازم يعرف كيف انه يتجنب الناس هذي وكيف يتعامل معهم ….”
“As the child is building his personality, if you interfere in this stage, tomorrow he will make a mistake, be hit, and come to talk to you. He must learn by practice how to avoid and deal with these people…”
“البنت اللي اهلها معطينها الحب والثقه دايماً بتكون شخصيتها جداً قوية ، فعلاً ان وراء كل بنت عظيمة أهل عظيمين جد”
“A girl whose parents give her love and trust will always have a very strong personality. There are very great family behind every great girl.”
“…قد تُكتسب الأخلاق الحسنة بمصاحبة أهل الخير، فإن الطبع لِـصٌّ يسرق الخير والشر…”
“Good manners may be acquired by accompanying good people, …”
“انصحك اذا تبغين حياه سعيده ودائمه واستقرار بحياتك. اقطعي علاقتك تماما بهالصديقات وغير مأسوف عليهم”
“I advise you if you want a happy and lasting life and stability in your life. Completely cut off your relationship with bad friends and do not regret them.”
“منظر ضحكة العائلة بشكلٍ جماعي يستحق التخليد في إطار. يعلق في زوايا القلب.”
“The sight of the family laughing together deserves to be immortalized in a frame. It will always remain in my heart.”
“سعادة الأسرة والأقارب والأهل وحلاوة الزيارات العائلية اجمل بكثير من لوثة العلاقات المبنية على مصلحة. ”
“The sweetness of family visits and the happiness of family, relatives, and parents is much more beautiful than the pollution of interest-based relationships.”
“الجدّة نُـور كل بيت و روح العائلة ، ياربّ احفظ جدتي”.
“Grandmothers are the light of every home and the soul of every family. Lord, protect my grandmother.”
“وتبقى الجده هي الحُب الذي لاينتهي ،عكاز كل بيت ونور كل بيت وروح العائلة ،يارب جدتي في ودائعك وحمايتك ”.
“Grandmother remains the pillar of every home, the light of every home, and the soul of every family”
“في آرت بروميناد الكل سعيد ومستمتع بفعالياته اللي تناسب العائلة والأصحاب”.
“At …, everyone is happy and enjoying its activities that are suitable for family and friends.”
“صار وقتنا في البيت مع العائلة أكثر وعرفنا دفء البيت وقيمة عوائلنا.. ويومنا خفيف وكله فعاليات و اكل و مسلسلات وضحك وسوالف و اكتشفنا اهتماماتنا وصار عندنا هوايات وحاجات جديدة في حين كان الدوام أكبر عائق.”
“As we spent more time at home with our families, we became aware of the warmth of the home and the value of our families. We have a light day with all events, eating, series, laughter, and sideburns, and we discovered our interests and needs, while work was the biggest obstacle.”
…“ضمن فعاليات ملتقى الأم والطفل فلذات تم بحمد الله الانتهاء من دورة فن التعامل مع الأطفال ”
“Within the activities of the Mother and Child Forum, the course of the art of dealing with children has been completed.”
5.4. Resources & Management (Twitter)
“اقتصد من راتبك الذي تستطيع وادخل في جمعيات كي تمسك المبلغ سنه على سنه تستطيع ان تجمع مبلغ افضل لك من البنوك وبعيد عن الاقتصاد وبعدها خذ التمويل العقاري مع المبلغ الذي جمعته…”
“Save as much money as you can from your salary and join associations to keep it year after year. You can collect a better amount from those banks give and away from the economy, and then take the real estate financing with the amount you collected…”
“شركة تنظيف شقق فلل بالرياض تقدم خدمات بمنتهي الدقة في تنظيف شقق مجالس فلل و غسيل خزانات فرشات زوليات”
“A company cleaning villas and apartments in Riyadh provides very meticulous services in cleaning villa council apartments and washing tanks, carpets, and mattresses”
“تعقيم مكافحة حشرات رش مبيدات نظافة عامة”
“Insect control sterilization, spraying general hygiene pesticides”
“تنظيف مجالس كنب موكيت سجاد ستائر تنظيف خزانات مسابح”
“Cleaning of sofas, carpets, curtains, cleaning swimming pool tanks.”
5.5. Challenges (Twitter)
“عااادي الرجال مايعيبه الا الجلسه في البيت بدون عمل اما الشخص اللي يشتغل ويكد على بيته واطفاله ومكفيهم الحاجه لايضره بل فخر له مهما كانت الوظيفه”.
“The only thing wrong with men is sitting at home without working. For a person who works hard for his family to provide for their needs, it does not harm him, rather it makes him proud, whatever his job may be.”
“ الحمدلله على نعمه الشغل من البيت بس اشتقت للمكتب”.
“It is a blessing to work from home, but I miss the office.”
“كيف أقلل من وقت جلوس أطفالي على الشاشات؟”
“How do I reduce my children’s screen time?”
“الطفل الطبيعي يجب أن يحب الخروج من المنزل، ويحب الاجتماعات … بعض الأمهات تفخر بأن طفلها يحب الجلوس في البيت”
“A normal child should like to go out of the house, and like meetings … Some mothers are proud that their child likes to sit at home.”
“نومي نوم اهل الكهف”
“My sleep is the sleep of the people of the cave.”
“نوم الليل ودعته مع الأمومة”
“The night’s sleep is over because of motherhood”
“شاهد أفضل وضعية للنوم لمن يعانون من آلام الظهر”
“See the best sleeping position for back pain sufferers”
“انتبهو تفرطون فـي: (الشهادة الجامعية، الوظيفة، الاستقلال المادي) نصيحتي لبنات العايلة”.
“My advice to the daughters of the family is to not lose university degree, job, financial independence”
“المرأه العاقله المتزنه لايهما من يحاول ان يهدم كيانها هي تعلم بانها سيدة البيت ولها كل احترام وتقدير وحريه فيما يكون لها مناسب ويرفع قيمتها و مكانتها الاجتماعية ”.
“Women who are sane and balanced are aware that they are the masters of their houses and have all the respect, appreciation, and freedom that increases their value and social status.”
“…: كورونا يصيب الأطفال وينتشر بينهم وتطعيمهم باللقاح ضرورة”
“… Corona infects children and spreads among them, and vaccinating them with the vaccine is a necessity”
“أثبتت وزارة التعليم قدرتها على مواجهة التحديات في ظل جائحة فيروس كورونا ، واستمرار العملية التعليمية بجهود وإخلاص من كافة العاملين في الميدان التعليمي وبشراكة مع الأسرة والمجتمع”
“The Ministry of Education has proven its ability to face challenges in light of the Corona virus pandemic, and the continuation of the educational process with the efforts and sincerity of all workers in the educational field and in partnership with the family and society.”
6. Discussion
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Macro | Parameter | ID | % | Keywords |
---|---|---|---|---|
Nurturing Families | Nurturing Children | 0 | 8.33 | child, student, parent, school, family, study, education, teacher, language, learn, home, social, research, parental, experience, educational, academic, year, relationship, literacy |
Women | 4 | 4.24 | woman, gender, mother, health, female, pregnancy, family, work, study, social, maternal, article, birth, child, adult, violence, life, contraceptive, home, research | |
Elderly | 7 | 1.23 | old, elderly, old adult, home, live, adult, old people, health, life, social, elderly people, fall, daily, study, support, sensor, caregiver, aged, home care, base | |
Spirituality | 23 | 0.40 | religious, religion, church, spirituality, christian, chaplain, spiritual care, muslim, prayer, faith, theology, community, study, protestant, theological, catholic, law, secular, patient, marriage | |
Health & Lifestyles | Genetics | 16 | 0.52 | mutation, genetic, gene, protein, disease, pedigree, phenotype, patient, study, exome sequence, female, clinical, nucleotide, autosomal, male, dna, genotype, protein human, polymorphism, novel |
Food | 15 | 0.58 | food, eat, meal, nutrition, food waste, household, restaurant, study, school, consumer, diet, dietary, health, vegetable, grocery, food insecurity, nutritional, food consumption, cooking, food security | |
Obesity | 49 | 0.19 | obesity, overweight, overweight obesity, body mass, weight, childhood obesity, mass, prevalence, health, mass index, index, obese, adult, age, female, physical, family, high, male, adolescent | |
Smoking | 41 | 0.23 | smoking, tobacco, cigarette, smoker, smoke free, tobacco product, smoking cessation, adolescent, quit, study, adult, tobacco use, nicotine, home, health, secondhand, shs exposure, passive smoking, female, free | |
Addictions | 44 | 0.22 | alcohol, drink, gambling, drinking, drug, overdose, opioid, adolescent, naloxone, alcohol use, consumption, cocaine, male, study, alcohol consumption, female, family, alcoholic, health, disorder | |
Mental Health | 30 | 0.33 | dementia, caregiver, people dementia, live, alzheimer, dementia care, live dementia, home, dementia family, family, patient, person dementia, disease, health, family caregiver, aged, nursing, staff, alzheimer disease cognitive, | |
Cancer | 3 | 4.49 | protein, cell, cancer, gene, mouse, tumour, animal, receptor, kinase, molecular, drug, enzyme, family, cell line, breast, genetic, domain, gene expression, acid, DNA | |
Diabetes | 38 | 0.26 | diabetes, type diabetes, glucose, insulin, patient, blood, diabetic, study, health, diabete, insulin dependent, disease, dependent diabetes, adult, risk factor, family history, female, non insulin, male, history | |
Healthcare Provision | 46 | 0.19 | student, medical, nursing, medical student, education, nursing student, clinical, undergraduate, patient, medical education, health, nurse, medical school, medicine, education medical, practice, nursing education, study education nursing, interprofessional, | |
Nursing & Homecare | 9 | 1.02 | patient, hospital, study, nurse, death, home, health care, nursing, aged, clinical, healthcare, medical, female, disease, medication, tuberculosis, physician, nursing home, article, family | |
Pandemics | 22 | 0.40 | vaccine, covid, infection, virus, disease, vaccination, coronavirus, pandemic, influenza, viral, epidemic, spread, respiratory, study, outbreak, infant, model, patient, pneumonia, social | |
Communities & Nations | Race | 14 | 0.62 | black, racial, race, african, racism, family, health, hispanic, social, black woman, american, woman, slavery, segregation, child, black, white, african american, racial ethnic, black family, research |
LGBTQ | 28 | 0.37 | gay, transgender, bisexual, sex, male, heterosexual, lesbian, homosexuality, parent, adult, health, gay bisexual, gay man, social, study, queer, sexual gender, female, youth, father | |
Political Affiliations | 17 | 0.51 | party, election, political, vote, electoral, voter, presidential, candidate, house, partisan, president, parliamentary, voting, parliament, democracy, congressional, democratic, trump, legislator, political party | |
Mexican Immigrants | 48 | 0.19 | mexican, mexican origin, immigrant, parent, adolescent, migrant, migration, study, mother, familism, health, mexican immigrant, female, experience, social, transnational, human, adult, policy, mexican american | |
Canadians & Immigrants | 20 | 0.44 | canadian, family, study, child, social, indigenous, policy, community, health care, research, home care, practice, mental, adult, article, life, patient, physician, mental health, immigrant | |
Syrian Immigrants | 45 | 0.22 | refugee, syrian, immigration, deportation, asylum, syrian refugee, migration, migrant, family, country, resettlement, displacement, camp, child, detention, mental health, home, asylum seeker, interview, article | |
Germany | 25 | 0.39 | german, family, war, home, study, article, social, life, history, germany, child, work, research, author, migration, country, century, health, refugee, memory | |
Sweden & Finland | 29 | 0.37 | swedish, sweden, finland, finnish, home, family, child, study, social, second home, article, health, parent, life, policy, language, school, home care, education, parental | |
Italy | 31 | 0.32 | italian, family, social, study, work, child, migrant, language, article, history, parent, home, migration, house, immigrant, lockdown, gender, economic, life, author | |
Spain | 39 | 0.25 | spanish, english, bilingual, spanish english, family, vocabulary, spanish speak, study, heritage, speaker, literacy, home, parent, home language, proficiency, linguistic, read, dual language, social, learner | |
China | 19 | 0.44 | chinese, family, child, study, social, housing, chinese family, home, market, parent, policy, culture, immigrant, migrant, filial, firm, government, economic, relationship, research | |
Japan | 42 | 0.22 | japanese, care, language, family, study, home, child, work, caregiver, culture, article, life, health, survey, medical, student, old, house, adult, social | |
Australia | 8 | 1.16 | australian, australia, homelessness, housing, homeless, home, health, social, study, parent, young, research, mental, community, aboriginal, work, policy, article, school, interview | |
Resources & Management | House Pricing & Affordability | 18 | 0.48 | price, house price, housing, house, market, real estate, estate, housing price, model, housing market, hedonic, prediction, urban, price prediction, mortgage, datum, residential, land, income, buyer |
Architecture & Heritage | 21 | 0.44 | century, house, archaeological, date, late, neolithic, excavation, early, bronze, pottery, bronze age, burial, evidence, medieval, history, archaeology, ancient, chronology, radiocarbon, iron | |
Work & Employment | 26 | 0.39 | work, employee, work family, job, family, family conflict, worker, work home, workplace, job satisfaction, study, life, stress, relationship, resource, organizational, work life, supervisor, employment, home | |
Family Business | 34 | 0.28 | business, family firm, family, family business, corporate, company, governance, non family, social responsibility, corporate governance, corporate social, family ownership, ceo, study, social, financial, sustainability, firm performance, relationship, innovation | |
Agricultural Farming | 24 | 0.40 | farmer, farm, agricultural, land, family farm, agriculture, farming, food, rural, crop, household, smallholder, economic, market, labor, sustainable, study, adoption, local, climate | |
Animal Farming | 13 | 0.63 | dog, home range, range, habitat, pet, chicken, cat, poultry, bird, specie, pig, home, wild, female, male, meat, owner, article, house, animal | |
Tourism | 33 | 0.28 | tourism, tourist, hotel, travel, guest, holiday, tourist destination, family, sustainable, airbnb, research, cruise, accommodation, social, second home, local, house, tourism industry, heritage, business | |
Energy Management | 5 | 3.09 | energy, grid, electric, management, electricity, building, solar, energy management, air, appliance, renewable, residential, house, home energy, thermal, battery, indoor, heating, renewable energy, energy consumption | |
Water Management | 37 | 0.26 | water, water supply, drinking water, sanitation, water quality, household, drinking, supply, water consumption, urban, water treatment, drink water, rainwater, water source, water use, water management, sensor, wash, household water, toilet | |
Disasters | 27 | 0.38 | flood, disaster, earthquake, hurricane, evacuation, coastal, landslide, community, tsunami, flooding, flood risk, impact, event, natural disaster, recovery, household, study, storm, housing, resilience | |
Technologies | Assistive Robots | 10 | 0.88 | robot, robotic, home, human robot, robot interaction, design, service robot, environment, mobile robot, user, mobile, social robot, assistive, base, social, machine, propose, intelligent, paper, technology |
Remote Healthcare | 47 | 0.19 | health, patient, healthcare, medical, internet, datum, sensor, internet thing, monitor, remote, health monitoring, security, wearable, network, health care, home, cloud, technology, mobile, privacy | |
Social Media | 43 | 0.22 | social medium, twitter, facebook, online, user, networking, social networking, tweet, social network, network, news, networking online, youtube, friend, online social, broadband, internet, study, digital, video | |
Smart Environments | 2 | 6.27 | home, smart home, internet, network, security, internet thing, sensor, automation, wireless, base, technology, intelligent, propose, malware, datum, detection, home automation, attack, paper, mobile | |
Sleep Monitoring | 35 | 0.28 | sleep, apnea, sleep quality, sleep apnea, sleep stage, night, polysomnography, sleep disorder, disorder, sleep duration, stage, study, home, sleep, sleep research, wake, adolescent, patient, sleep monitor, male | |
Rehabilitation Technologies | 36 | 0.27 | rehabilitation, exercise, patient, parkinson, parkinson disease, game, stroke, training, disease, home, base, therapy, motor, virtual, home base, pd, week, feedback, wearable, upper limb |
Parameter | Description | Sample Works |
---|---|---|
Nurturing Children | Focuses on the development of children along with the involvement of parents and teachers. | [70,71,76,80,82] |
Woman | Covers different roles women play in the families & homes, challenges, issues, advice, and technological enablers while developing, maintaining, and taking care of their families. | [84,91,92,93,94] |
Elderly | Captured some concerns related to elderly people’s lifestyle, health, psychological conditions at care homes, and assistive technologies. | [86,87,88,95] |
Spirituality | Captures various aspects of the family spirituality including religion, faith, religious education, and religion-related social studies. | [96,97,98] |
Parameter | Description | Sample Works |
---|---|---|
Genetics | Captures the effects of genetic characteristics on families and homes. | [99,100,101,143] |
Food | Captures issues related to the family’s and home’s food consumption and eating habits. | [102,103,104,144,145] |
Obesity | Focuses on obesity prevalence, causes, effects, treatments, and prevention in families including children and adolescents. | [105,106,107,108] |
Smoking | Regarding smoking’s effects on families, homes, health, culture, and environment. | [109,110,111,112,146] |
Addictions | Covers how family and community play a significant role in drug abuse and recurrence. | [113,114,115,116,147] |
Mental Health | Captures People’s and family mental health issues. | [117,118,119,148] |
Cancer | Describes cancer patients of different ages, cancer types, supportive care, and cancer detection. | [120,121,122,149] |
Diabetes | Covers research related to diabetes such as self-care, family history, and medications. | [123,124,125,150] |
Healthcare Provisioning | captures various dimensions of improving healthcare provisioning and developing healthcare professionals. | [126,127,128,129,130,131] |
Nursing & Homecare | Homecare is a form of healthcare where people receive healthcare services at home rather than in hospitals. | [132,133,134,136] |
Pandemics | A global illustration of how pandemics affect homes and families. | [137,138,139,140,141,142] |
Parameter | Description | Sample Works |
---|---|---|
Race | Captures the racial issues associated with families and homes. | [151,152,154,155,156] |
LGBTQ | Captures the families and home issues associated with these distinct groups: The lesbian, Gay, Bisexual, Transgender, and Questioning. | [159,160,161,162] |
Political Affiliations | Demonstrates how a political candidate’s identity is framed and what information is most valuable to voters. | [164,165,202,203,204,205] |
Mexican Immigrants | Covers issues related to families and homes that are specific to Mexico, Mexican people, and Mexican immigrants in the US. | [166,167,168] |
Canadian & Immigrants | Captured some issues related to Canadian people & immigrants. | [169,170,171,206,207] |
Syrian Immigrants | Captures issues related to Syrian people and immigrants. | [172,173,174] |
Germany | Describes several dimensions related to Germany parental homes, adolescence, educational opportunities, identity development. | [178,179,180,208,209] |
Sweden & Finland | A basic overview of the Swedish and Finnish home, family, child, parental, language, life, education, and health. | [181,182,183] |
Italy | Several aspects of Italian families and homes have been discussed, including psychopathology, sociocultural and sociopolitical factors and factors related to employment prospects. | [185,186,187,210,211] |
Spain | Covers concepts about Spanish home, family, social, and language. | [188,189,190,212] |
China | Covers concepts about Chinese home, family, social, culture, and immigrant. | [191,192,213,214] |
Japan | Covers issues related to families and homes that are specific to Japan and Japanese society. | [193,194,195,196,197,198] |
Australia | It focuses on issues specific to the Australian society and families. | [199,200,201,215,216,217,218] |
Parameter | Description | Sample Works |
---|---|---|
House Pricing & Affordability | It is about estate prices and how they are influenced by different factors. | [219,220,221] |
Architecture & Heritage | Describes a wide range of house design dimensions. | [224,225,226,227,228,229,230] |
Work & Employment | Work-family conflicts, the work environment, and jobs are covered. | [231,232,233,234] |
Family Business | Provides information about family businesses, ownership, performance, relationships, and innovation. | [236,237,238,239,240] |
Agricultural Farming | Concerns related to farming and agriculture families and the varying dimensions involved. | [245,246,247,248,249] |
Tourism | Describes the relations, effects, opportunities, issues, and challenges of tourism with home and family. | [250,251,252,253] |
Energy Management | Captures several important energy-related dimensions including energy usage patterns and various smart home systems that can improve energy consumption | [255,257,258,259] |
Water Management | Discloses several important dimensions of water resource management. | [260,261,262,263] |
Disasters | Captures the effects of floods, earthquakes, and other disasters on families and homes. | [265,266,267,268,269] |
Parameter | Description | Sample Works |
---|---|---|
Assistive Robots | Describe various robot services that can be used in the home environment and it’s the benefits. | [270,271,272,273] |
Remote Healthcare | Highlights the use of technologies in developing better lifestyles and healthcare. | [275,276,277,278] |
Social Media | Describes a variety of aspects related to social support, technology use, and analysis of social media platforms. | [280,281,282] |
Smart Environments | Focuses on intelligent and smart environments and the Internet of Things (IoT). | [285,286,287,298,299] |
Sleep Monitoring | Reviews dimensions related to monitoring sleeping habits and discovering sleeping disorders. | [288,289,290,291,292] |
Rehabilitation Technologies | It related to home-based training and rehabilitation systems. | [293,294,295,296] |
Macro | Parameter | ID | Keywords |
---|---|---|---|
رعاية الأسرة Nurturing Families | اِمتِنان Gratitude | 0 | نعمه، الناس، بيوتنا، الوطن، اننا، ابناء، الحياه، نقدر، صغار،الدنيا Blessing, People, Our Homes, Homeland, That We, Sons, Life, Appreciate, Young, World |
التعليم والمجتمع Education & Society | 8 | التربيه، وزاره، العربيه، الأطفال، الاجتماعيه، المملكه، المدرسه، الابتدائيه، التعليميه، المجتمع Education, Ministry, Arabic, Children, Social, The Kingdom, School, Primary, Educational, Society | |
البحث عن الزواج Seeking Marriage | 23 | سعوديه، جميله، الجنسيه، موظفه، البشره، الوظيفه، لايوجد، بزواج، الزوجيه، الاجتماعيه Saudi, Beautiful, Nationality, Employee, Complexion, Job, Not Exist, With Marriage, Marital, Social | |
رعاية قيم الأسرة Nurturing Family Values | 13 | رجعت، رجعوني، رمضان، رعايه، تتملك، روحي، وحفظه، الوالدين، راجعه، رياض Get Back, Bring Me Back, Ramadan, Take Care, Own, Take Possession of My Soul, Preserve It, Parents, Take It Back, Riyadh | |
الترابط الأسري Family Cohesion | 6 | بيتنا، البيت، اخوات، العائله، عائلتي، بيتك، العايله، مسكن، الأطفال، أبناء Our House, House, Sisters, Family, My Family, Your House, Your Family, Dwelling, Children, Sons | |
رعاية الأطفال Nurturing Children | 2 | شخص، طفل، تقول، بيتك، طيب، شغل، البنت، تعرف، دخل، ممكن Person, Kid, Say, Your Home, Ok, Work, Girl, Know, Enter, Possible | |
الرفقة الحسنة Good Companionship | 20 | بيتنا، سطح، سوريا، صاير، صرت، صديق، صاحب، صوره، اطفال، صغار Our House, Roof, Syria, Became, I Became, Friend, Owner, Picture, Children, Young | |
الزيارات العائلية Family Gatherings | 17 | دخل، بيتنا، دائما، اخوات، داخله، دكتور، دكه، دقايق، مجلس، العيله Entered, Our House, Sisters, Doctor, Bench, Minutes, Sitting Room, Family | |
الاجتماع بالجدة Gatherings with Grandmothers | 9 | جدتي، جديد، جنه، جعلنا، جمعه، جاك، جاب، جميله، جمالك، جلسه Grandmother, New, Paradise, We Made, Gather, Come to You, Bring, Beautiful, Your Beauty, Gathering | |
أنشطة ترفيهيه Entertainment Activities | 10 | فعاليات، فخر، فديت، بيتكم، فوازير، فاتنة، فطار، فقدان، فلتحيا، بالعز Events, Pride, Redeemed, Your House, Riddle, Beautiful, Breakfast, Loss, Long Live, With Honor | |
الموارد والإدارة Resources & Management | تمويل المنزل House Financing & Affordability | 7 | تتملك، تمويل، تملك، تربيه، تمويلك، تمول، طلعت، عقار، تعالي، تويتر Own, Finance, Hold, Raise, Investment, Your fund, Went Out, Real Estate, Come, Twitter |
تنظيف المنزل Home Cleaning | 11 | تنظيف، خزانات، سجاد، منازل، مفروشه، وحديثه، مكيفات، التشطيب، مسابح، استراحات Cleaning, Tanks, Carpets, Homes, Furnished, Modern, Air Conditioning, Finishing, Swimming Pools, Rest Houses | |
16 | التنظيف، الموجوده، خدماتنا، شبابيك، موكيت، الواجهات، بافضل، حسابنا، كنب، منازل Cleaning, Existing, Our Services, Windows, Carpets, Interfaces, Best Way, Our Account, Sofa, Homes | ||
19 | غريبه، بساطك، غرفتي، ترتيب، مزعج، غبار، غابت، غازي، غبنه، غداي Strange, Your Rug, My Room, Organize, Annoy, Dust, Absent, Gazi, Overcome, Lunch | ||
21 | مكيفات، منازل، خزانات، مبيدات، شركه، مكافحه، بالخرج، نظافه، للتنظيف، فراشات Air Conditioners, Homes, Tanks, Pesticides, Company, Combat, In Al-Kharj, Cleaning, For Cleaning, Butterflies | ||
مكافحة الحشرات Pest Control | 22 | مكافحه، الحشرات، مبيدات، الفئران، تركيب، الذهبيه، المبيدات، صراصير اشواك، العقارب Anti, Insects, Pesticides, Mice, Installation, Golden, Pesticides, cockroaches, Thorns, Scorpions | |
تنظيف المسابح Swimming Pool Cleaning | 24 | تنظيف، منازل، خزانات، الذهبيه، تعقيم، شركه تنظيف، السيراميك، بالمدينه، مسابح، والحناكيه Cleaning, Houses, Tanks, Golden, Furnished, Cleaning Company, Ceramics, In the City, Swimming Pools, The Hanakia | |
تحديات Challenges | العمل والتراخي Work & Indolence | 1 | شغل، شخص، شكلي، شيخ، شوارع، شجره، شركه، شوفي، تنظيف، بيتك Work, Person, Formal, Old, Streets, Tree, Company, Shop, Cleaning, Your Home |
الخمول البدني Physical Inactivity | 5 | البيت، بيتنا، بيتي، طفل، برا، سنة، الاطفال، الف، ساعه، الوداد Home, Our Home, My Home, A Child, Outside, A Year, Children, A Thousand, An Hour, Al Wedad | |
عادات النوم Sleeping Habits | 3 | نعمه، الكهف، نرجع، صغار، نروح، بيوتنا، نورت، نحنا، نومه، نشوف Grace, The Cave, We Go Back, Young, We Go, Our Homes, We Light Up, We Sleep, We See | |
التحديات الاجتماعية والاقتصادية للمرأة Socioeconomic Challenges for Women | 12 | زواج، مطلقه، سعوديه، جميله، موظفه، البشره، الوظيفه، قبيليه، الجنسيه، الاجتماعيه Marriage, Divorced, Saudi, Beautiful, Female Employee, Complexion, Job, Tribal, Nationality, Social | |
كورونا COVID-19 | 4 | الأطفال، البيوت، بيوتنا، الآخرة، أنزله، الصديقين، مراتب، الأرزاق، والشهداء، كورونا Children, Homes, Our Homes, The Hereafter, Sent Down, The Two Friends, Ranks, Livelihoods, Martyrs, Corona |
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Alqahtani, E.; Janbi, N.; Sharaf, S.; Mehmood, R. Smart Homes and Families to Enable Sustainable Societies: A Data-Driven Approach for Multi-Perspective Parameter Discovery Using BERT Modelling. Sustainability 2022, 14, 13534. https://doi.org/10.3390/su142013534
Alqahtani E, Janbi N, Sharaf S, Mehmood R. Smart Homes and Families to Enable Sustainable Societies: A Data-Driven Approach for Multi-Perspective Parameter Discovery Using BERT Modelling. Sustainability. 2022; 14(20):13534. https://doi.org/10.3390/su142013534
Chicago/Turabian StyleAlqahtani, Eman, Nourah Janbi, Sanaa Sharaf, and Rashid Mehmood. 2022. "Smart Homes and Families to Enable Sustainable Societies: A Data-Driven Approach for Multi-Perspective Parameter Discovery Using BERT Modelling" Sustainability 14, no. 20: 13534. https://doi.org/10.3390/su142013534
APA StyleAlqahtani, E., Janbi, N., Sharaf, S., & Mehmood, R. (2022). Smart Homes and Families to Enable Sustainable Societies: A Data-Driven Approach for Multi-Perspective Parameter Discovery Using BERT Modelling. Sustainability, 14(20), 13534. https://doi.org/10.3390/su142013534