12 Major Themes
OpenAI Embeddings
BERTopic
UMAP Landscape
HDBSCAN Clustering
Major AI-Detected Themes
BERTopic assigns each publication to a semantic topic, then summarizes each topic with keywords.
The dashboard presents the largest themes for executive-level interpretation.
UMAP Research Landscape
Each point is a publication abstract embedded with OpenAI. Nearby points have similar research content;
colors show the AI-detected topic assignment.
Theme Growth Trends by Year
Keywords and Representative Papers
Theme 1
Theme 2
Theme 3
Theme 4
Theme 5
Theme 6
Theme 7
Theme 8
Theme 9
Theme 10
Theme 11
Theme 12
274_pharmacists_medication_pharmacy_pharmacist
Metric Value Papers 203 Avg FWCI 0.946 Avg Citations 7.8 Avg Topic Prominence 84.7
Top Keywords
pharmacists
medication
pharmacy
pharmacist
care
patient
interventions
patients
community
healthcare
Representative Papers
Paper Year FWCI
Provision of clinical pharmacy services during the COVID-19 pandemic: Experiences of pharm...
2021
9.61
Pharmacovigilance: the evolution of drug safety monitoring
2024
9.27
Barriers and facilitators of older adults for professional mental health help-seeking: a s...
2023
8.52
Facilitators and barriers to interprofessional collaboration among health professionals in...
2024
6.87
Recommendations for wider adoption of clinical pharmacy in Central and Eastern Europe in o...
2023
5.24
300_cancer_cell_cells_tumor
Metric Value Papers 196 Avg FWCI 1.390 Avg Citations 17.8 Avg Topic Prominence 90.4
Top Keywords
cancer
cell
cells
tumor
expression
crc
breast
genes
treatment
breast cancer
Representative Papers
Paper Year FWCI
Advancements and limitations in traditional anti-cancer therapies: a comprehensive review ...
2025
56.91
p53 signaling in cancer progression and therapy
2021
8.74
H2AX: A key player in DNA damage response and a promising target for cancer therapy
2024
8.52
Cancer immunotherapy with immune checkpoint inhibitors (ICIs): potential, mechanisms of re...
2023
7.72
Development of a 43 color panel for the characterization of conventional and unconventiona...
2024
7.59
196_segmentation_images_learning_deep
Metric Value Papers 190 Avg FWCI 2.292 Avg Citations 24.1 Avg Topic Prominence 95.2
Top Keywords
segmentation
images
learning
deep
classification
deep learning
model
accuracy
detection
dataset
Representative Papers
Paper Year FWCI
Exploring the effect of image enhancement techniques on COVID-19 detection using chest X-r...
2021
45.40
Scheduling Techniques for Liver Segmentation: ReduceLRonPlateau vs OneCycleLR
2022
17.53
A hybrid explainable model based on advanced machine learning and deep learning models for...
2025
17.29
Interpretable deep learning architecture for gastrointestinal disease detection: A Tri-sta...
2025
14.16
Detection and severity classification of COVID-19 in CT images using deep learning
2021
9.87
134_biomass_microalgae_sp_production
Metric Value Papers 136 Avg FWCI 1.042 Avg Citations 16.5 Avg Topic Prominence 96.0
Top Keywords
biomass
microalgae
sp
production
cultivation
wastewater
microalgal
cod
digestion
algal
Representative Papers
Paper Year FWCI
RuBisCO: a sustainable protein ingredient for plant-based foods
2024
9.41
Catalytic hydrothermal liquefaction of biomass into bio-oils and other value-added product...
2021
7.60
A state-of-the-art review on producing engineered biochar from shellfish waste and its app...
2022
6.01
Application of microalgae in wastewater treatment: simultaneous nutrient removal and carbo...
2022
5.94
Microalgal-based feed: promising alternative feedstocks for livestock and poultry producti...
2021
4.38
130_adsorption_removal_adsorbent_adsorbents
Metric Value Papers 133 Avg FWCI 1.949 Avg Citations 30.9 Avg Topic Prominence 93.9
Top Keywords
adsorption
removal
adsorbent
adsorbents
mg
ph
wastewater
water
adsorption capacity
surface
Representative Papers
Paper Year FWCI
High adsorption capacities of rhodamine B dye by activated carbon synthesized from cotton ...
2025
13.24
Water treatment technologies in removing heavy metal ions from wastewater: A review
2022
12.81
A comprehensive review on the novel approaches using nanomaterials for the remediation of ...
2024
11.31
Nanotechnology for Defence Applications
2022
8.91
Advances of nanomaterials for air pollution remediation and their impacts on the environme...
2022
7.85
30_urban_doha_city_heritage
Metric Value Papers 114 Avg FWCI 1.974 Avg Citations 8.6 Avg Topic Prominence 84.9
Top Keywords
urban
doha
city
heritage
tod
transit
qatar
cities
spatial
cultural
Representative Papers
Paper Year FWCI
Creative movements and urban regeneration in Qatar: the case of Msheireb in Doha
2026
56.76
Cultural heritage tourism as a catalyst for sustainable development; the case of old Oyo t...
2023
22.53
Intelligent Transportation Systems in a Developing Country: Benefits and Challenges of Imp...
2021
9.90
Cultural heritage tourism and urban regeneration: The case of Fez Medina in Morocco
2024
9.12
The past as a catalyst for cultural sustainability in historic cities; the case of Doha, Q...
2021
8.44
64_energy_power_cost_wind
Metric Value Papers 104 Avg FWCI 1.766 Avg Citations 23.1 Avg Topic Prominence 98.1
Top Keywords
energy
power
cost
wind
grid
microgrid
renewable
load
storage
optimization
Representative Papers
Paper Year FWCI
A flexibility-oriented model for a sustainable local multi-carrier energy community: A hyb...
2025
10.53
Industrial energy hubs with electric, thermal and hydrogen demands for resilience enhancem...
2024
9.49
Prescriptive Decision-Making in Nested Bi-Level MO-IGDT Model for Integrating Parking Lots...
2026
6.61
Applications of energy storage systems in power grids with and without renewable energy in...
2023
6.05
Economic-environmental analysis of combined heat and power-based reconfigurable microgrid ...
2021
5.22
117_species_coral_gulf_mangrove
Metric Value Papers 103 Avg FWCI 1.375 Avg Citations 12.0 Avg Topic Prominence 85.7
Top Keywords
species
coral
gulf
mangrove
reef
arabian
marine
sea
reefs
qatar
Representative Papers
Paper Year FWCI
Future Mangrove Carbon Storage Under Climate Change and Deforestation
2022
8.71
Coral and reef fish communities in the thermally extreme Persian/Arabian gulf: Insights in...
2021
7.81
Museum specimens shedding light on the evolutionary history and cryptic diversity of the h...
2025
6.94
Advancing coral reef ecological engineering for large-scale seascaping on soft seabeds: a ...
2026
6.47
Remote sensing-based assessment of mangrove ecosystems in the Gulf Cooperation Council cou...
2023
6.27
282_intake_dietary_obesity_ci
Metric Value Papers 102 Avg FWCI 1.238 Avg Citations 13.5 Avg Topic Prominence 90.7
Top Keywords
intake
dietary
obesity
ci
95 ci
95
circs
overweight
upf
nutrition
Representative Papers
Paper Year FWCI
Processed and ultra-processed foods are associated with depression and anxiety symptoms in...
2025
4.85
The Circadian Syndrome Is a Significant and Stronger Predictor for Cardiovascular Disease ...
2022
3.90
The circadian syndrome predicts cardiovascular disease better than metabolic syndrome in C...
2021
3.81
The Relative Validity and Reproducibility of Food Frequency Questionnaires in the China Ka...
2022
3.51
Association between Serum Vitamin D Status and Circadian Syndrome: A Cross-Sectional Study
2024
3.50
291_mental_mental health_health_covid
Metric Value Papers 100 Avg FWCI 1.068 Avg Citations 8.1 Avg Topic Prominence 87.4
Top Keywords
mental
mental health
health
covid
covid 19
19
anxiety
qatar
symptoms
pandemic
Representative Papers
Paper Year FWCI
The lived experiences of frontline nurses during the coronavirus disease 2019 (COVID-19) p...
2021
7.62
Cross-cultural comparison of mental illness stigma and help-seeking attitudes: a multinati...
2023
7.15
The psychological impact of the Turkey-Syria earthquake on children: addressing the need f...
2023
5.62
Network Analysis of Cognitive-Behavioral Symptom Connectivity in OCD Subtypes: Evaluating ...
2025
5.60
Exploring Postpartum Depression among Palestinian Women in Genocide: A Feminist Perspectiv...
2026
5.30
188_cup_world cup_qatar_fifa
Metric Value Papers 98 Avg FWCI 0.848 Avg Citations 5.0 Avg Topic Prominence 88.6
Top Keywords
cup
world cup
qatar
fifa
world
sport
event
fifa world
sports
events
Representative Papers
Paper Year FWCI
Combating Islamophobia: English in the Linguistic Landscape of the FIFA World Cup Qatar 20...
2025
6.14
“Not just a game”: Power, politics, and media coverage of Qatar's World Cup 2022
2025
4.47
The Role of Katara Cultural Village in Enhancing and Marketing the Image of Qatar: Evidenc...
2021
3.91
Sport and development in Qatar: International and regional dynamics of sport mega-events
2021
3.83
Spatial assessment of audience accessibility to historical monuments and museums in Qatar ...
2022
3.81
259_firms_esg_board_corporate
Metric Value Papers 98 Avg FWCI 2.633 Avg Citations 10.5 Avg Topic Prominence 96.6
Top Keywords
firms
esg
board
corporate
disclosure
financial
firm
banks
governance
risk
Representative Papers
Paper Year FWCI
Reporting ESG Initiatives and Gender Diversity in Germany: Implications for Stock Liquidit...
2026
68.95
Gender diversity and disclosure: a meta-analysis
2026
19.71
Earnings management and board member tenure, affiliations and re-election term duration: e...
2026
12.72
The role of foreign directors in shaping corporate dividend policies in emerging markets: ...
2026
12.15
THE STATUS OF ENVIRONMENTAL, SOCIAL, AND GOVERNANCE VOLUNTARY DISCLOSURE IN THE GCC BANKIN...
2022
8.90