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Good Space a ranking of the record

TheGood surrounding AI

574 documented gains are on the board. 82% rest on at least one peer-reviewed study, and 8% clear the high-evidence bar. Health carries 49% of it. The latest was filed Oct 16, 2026.

Every gain on the board, one square each, shaded by the strength of its evidence. High 45 Moderate 529 Emerging 0
574 results
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The board · page 1 of 20

2
Evidence-backed gainPeer-reviewedScience

Generative AI offers faster and scaled-up foresight that can serve as anticipatory infrastructure for imagining possible futures and foresight solutions.

Source article: ARTIFICIAL INTELLIGENCE AND THE FUTURES TURN: an anticipatory infrastructure for qualitative methods

Futures · European Business Organization Law Review
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3
Evidence-backed gainPeer-reviewedHealth

AI collected patient histories more effectively than general practitioners during initial consultations, with stronger performance in older patients and for allergies and family history of cancer.

Source article: Performance of artificial intelligence in the collection of patient history in general practice

Journal of Clinical Medicine of Kazakhstan · Drug Safety
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4
Evidence-backed gainPeer-reviewedHealth

AI and large language models have matured to improve clinicians' diagnostic decision-making during bedside and clinic consultations and help institutions increase diagnostic safety, addressing preventable diagnostic errors.

Source article: Can AI assist in reducing diagnostic error? A narrative review

Cell Reports Medicine · Diagnostics
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5
Evidence-backed gainPeer-reviewedEducation

Preservice teachers reported high acceptance of ChatGPT as a tool that can enhance metacognitive self-regulated learning and help address teaching and learning challenges.

Source article: Extended TAM based acceptance of AI-Powered ChatGPT for supporting metacognitive self-regulated learning in education: A mixed-methods study

Heliyon · International Journal of Educational Technology in Higher Education
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6
Evidence-backed gainPeer-reviewedClimate

Panel analysis of 67 countries found AI development significantly reduces ecological footprints and carbon emissions while promoting energy transitions, with the largest effect on energy transitions.

Source article: Ecological footprints, carbon emissions, and energy transitions: the impact of artificial intelligence (AI)

Journal of Electronic Business & Digital Economics · Sustainability
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7
Evidence-backed gainPeer-reviewedEducation

Teachers' AI-supported pedagogical practices were associated with higher student engagement and stronger mathematical problem-solving ability among senior high school students in Ghana.

Source article: Innovative Teaching Methods Supported by Artificial Intelligence and Students’ Mathematical Problem-Solving: The Mediating Role of Student Engagement

Cogent Education · Smart Learning Environments
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12
Evidence-backed gainPeer-reviewedHealth

AI-powered systems improved healthcare delivery efficiency and accuracy through personalized medicine, early disease detection, and predictive analytics, while telemedicine expanded access in underserved areas.

Source article: Revolutionizing healthcare and medicine: The impact of modern technologies for a healthier future—A comprehensive review

European Journal of Medical Research · Pharmaceutics
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13
Evidence-backed gainPeer-reviewedHealth

AI chatbots used as supplementary mental health support reduced psychological distress among adolescents aged 10-24 and helped overcome stigma-related barriers to care access.

Source article: The Impact of Chatbots on Adolescent Mental Health Development: A Comprehensive Literature Review

JMIR Mental Health · Journal of Medical Internet Research
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14
Evidence-backed gainPeer-reviewedEducation

Sustainable AI-Metaverse adoption in universities substantially fosters digital pedagogical innovation and enhanced perceived student learning outcomes

Source article: Sustainable adoption of artificial intelligence and the Metaverse in higher education: an environmental, social, and governance–based analysis of pedagogical innovation and perceived student learning outcomes

Frontiers in Artificial Intelligence · Education and Information Technologies
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15
Evidence-backed gainPeer-reviewedClimate

AI enables real-time pollution detection, air and water quality monitoring, and accurate disaster and air quality forecasting to support prompt interventions and sustainable urban management.

Source article: Artificial intelligence in environmental monitoring: Advancements, challenges, and future directions

Hygiene and Environmental Health Advances · Frontiers in Environmental Science
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16
Evidence-backed gainPeer-reviewedEducation

AI-driven adaptive learning systems personalize instruction to individual learning styles and abilities, making education more accessible and efficient.

Source article: <scp>AI</scp>‐driven adaptive learning for sustainable educational transformation

Educational Administration Theory and Practices · Asian Journal of Current Research
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17
Model-prefilled gainPeer-reviewedHealth

AI-enabled hierarchical medical system increased hypertension control target achievement from 68% to 82% and achieved health data accuracy exceeding 95% for chronic disease patients.

Source article: Implementation of an AI-driven hierarchical medical system for chronic disease management: ethical framework, resource optimization, and effectiveness evaluation

Frontiers in Public Health · Acta Balneologica
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18
Evidence-backed gainPeer-reviewedScience

A three-track neural network that jointly processes sequence, distance, and coordinate information enables accurate prediction of protein structures and protein-protein complexes, approaching DeepMind's accuracy.

Source article: Accurate prediction of protein structures and interactions using a three-track neural network

Science · Annual Review of Biophysics
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21
Evidence-backed gainPeer-reviewedScience

Decision-tree ensemble approach called deep forest achieves excellent performance across different domains using the same default setting while requiring fewer hyper-parameters and automatically determining model complexity without gradient-based adjustment or backpropagation.

Source article: Deep forest

Water Resources Research · Journal of Network and Computer Applications
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22
Evidence-backed gainPeer-reviewedScience

Combining machine learning with multiscale modeling creates robust predictive models that integrate underlying physics to manage ill-posed problems and can provide insights into disease mechanisms and treatment strategies.

Source article: Integrating machine learning and multiscale modeling-perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences

npj Digital Medicine · Informatics
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23
Evidence-backed gainPeer-reviewedScience

AlphaFold provides a computational method that regularly predicts protein three-dimensional structures with atomic accuracy from amino acid sequence alone, even without homologous structures.

Source article: Highly accurate protein structure prediction with AlphaFold

Nature · International Journal of Molecular Sciences
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24
Evidence-backed gainPeer-reviewedEducation

Chinese EFL students who received robot-assisted language instruction showed significantly higher classroom engagement and willingness to attend classes after a four-month intervention compared to controls.

Source article: The impact of robot-assisted language learning (RALL) on EFL students’ classroom engagement and willingness to attend classes (WTAC): A technology acceptance model (TAM) perspective

Language Teaching Research · Education and Information Technologies
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25
Evidence-backed gainPeer-reviewedLabor

Employees who use approach-oriented AI job crafting to expand job boundaries and enhance capabilities report higher career satisfaction and performance through increased work meaningfulness.

Source article: Approach or avoidance? A dual-pathway model of job crafting in response to generative AI and its impact on career sustainability

Frontiers in Psychology · PLOS One
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26
Evidence-backed gainPeer-reviewedClimate

AI readiness was associated with improved national sustainability performance across G20 economies from 2015-2023, with the strongest effect among the three technologies studied.

Source article: Digital Technologies and Sustainable Development: Evidence from FinTech, AI, and Blockchain Adoption in G20 Economies

Research Journal of Human and Social Aspects · Journal of Global Social Transformation
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27
Evidence-backed gainPeer-reviewed ×2Science

AI-powered voice assistants were found to enhance independence and daily functioning and offer emotional companionship for socially isolated older adults

Source article: AI-powered voice assistants for older adults: a literature review of insights, research practices, and future directions

Aston Publications Explorer (Aston University) · Technological Forecasting and Social Change
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28
Evidence-backed gainPeer-reviewedEducation

University students reported that AI tools helped them complete problem-solving, geometry tasks and more complex mathematical activities and improve learning strategies when used appropriately.

Source article: The use of artificial intelligence in mathematics education: perceptions among young university students

Humanities and Social Sciences Communications · Cognitive Science
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29
Evidence-backed gainPeer-reviewedScience

In the past decade, the global industry and research attentions on intelligent skin-like electronics have boosted their applications in diverse fields including human healthcare, Internet of Things, human-machine interfaces, artificial intelligence and soft robotics.

Source article: Multifunctional Flexible Humidity Sensor Systems Towards Noncontact Wearable Electronics

Nano-Micro Letters · Artificial Intelligence Review
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30
Evidence-backed gainPeer-reviewedScience

The development and release of ethics guidelines provides normative principles intended to help harness disruptive potentials of AI systems in research, development and application.

Source article: The Ethics of AI Ethics: An Evaluation of Guidelines

Minds and Machines · International Journal of Information Management
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