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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 2 of 20

31
Evidence-backed gainPeer-reviewedPolicy

Breakthroughs in algorithmic machine learning and autonomous decision-making are engendering new opportunities for continued innovation and augmentation of human tasks.

Source article: Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy

International Journal of Information Management · Technology in Society
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33
Evidence-backed gainPeer-reviewed ×2Labor

US workers would gain workplace protection from AI through union-backed policies requiring a human to remain the final decision maker on issues affecting individuals, with broad survey support for such rules.

Source article: US workers overwhelmingly support union-backed policies on AI, poll says

Journal of Responsible Technology · European Journal of Risk Regulation
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34
Evidence-backed gainPeer-reviewedScience

ChatMOF enables researchers to retrieve, predict, and generate metal-organic frameworks from natural language queries with high accuracy using GPT-4.

Source article: ChatMOF: an artificial intelligence system for predicting and generating metal-organic frameworks using large language models

Advanced Functional Materials · Journal of the American Chemical Society
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35
Evidence-backed gainPeer-reviewedScience

A deep neural network trained on DFT data learned a transferable potential that predicts total energies for organic molecules with chemical accuracy versus DFT, generalizing to systems up to 54 atoms despite training on smaller molecules.

Source article: ANI-1: an extensible neural network potential with DFT accuracy at force field computational cost

Nature · Physical Review Research
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36
Evidence-backed gainPeer-reviewedPolicy

Higher critical thinking in AI use was associated with better detection of inaccurate information during a GPT-powered chatbot interaction, including use of more verification strategies.

Source article: Understanding critical thinking in generative artificial intelligence use: Development, validation, and correlates of the critical thinking in AI use scale

Advanced Intelligent Systems · Frontiers in Education
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38
Model-prefilled gainPeer-reviewedHealth

Generative AI that generates computer-based summaries of patient details improved efficiency, reduced cognitive burden, and standardized information transfer during nurse-to-nurse handoffs from the emergency department to inpatient units.

Source article: A Nurse Hackathon: Improving Effective and Timely Nurse Handoffs Through Use of Generative Artificial Intelligence

CIN: Computers, Informatics, Nursing · Learning Health Systems
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39
Evidence-backed gainPeer-reviewedEducation

AI-enhanced pedagogical practices were associated with higher mathematical language proficiency, communication and reasoning among senior high school students in Ghana, with digital literacy and learning engagement acting as mediators.

Source article: AI-enhanced pedagogical practices and mathematical language proficiency in STEM education

Discover Artificial Intelligence · International Journal of Research and Innovation in Social Science
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41
Evidence-backed gainPeer-reviewedEducation

AIIA system designed to deliver personalized and adaptive learning support in higher education, intended to reduce cognitive load and provide tailored pathways and assessment tools.

Source article: Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education

Information · Frontiers in Education
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42
Evidence-backed gainPeer-reviewedEducation

Chinese high school EFL students showed a significant time effect and three-phase trajectory in writing complexity, accuracy and fluency during GenAI-assisted continuation task instruction.

Source article: Exploring GenAI affordance in EFL continuation task instruction for developing Chinese high school students’ writing complexity, accuracy and fluency

Discover Computing · Frontiers in Psychology
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46
Evidence-backed gainPeer-reviewedEducation

Across 44 reviewed studies, AI-assisted mathematics teaching generally was linked to better student achievement, understanding, motivation and engagement, and it supported teachers' planning and assessment.

Source article: Research on AI-Assisted Mathematics Teaching in Primary and Secondary Schools (2022-2026)

Asian Journal of Education and Social Studies
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47
Evidence-backed gainPeer-reviewedHealth

A gradient boosting machine model gave interpretable, individualized early BPD risk estimates for preterm infants using routinely available clinical variables, with internal AUC of 0.880.

Source article: Improving early risk stratification for bronchopulmonary Dysplasia in preterm infants using machine learning: development and external validation

Annals of Medicine
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48
Evidence-backed gainPeer-reviewedScience

AI-based hand-motion tracking let researchers build Operation Profiles and measure how closely trainees matched an expert's technique, with feedback linked to improving similarity.

Source article: Ambient intelligence-based framework for quantitative evaluation of cell culture operations to support standardization and training

Regenerative Therapy
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49
Evidence-backed gainPeer-reviewedClimate

By using physicochemical properties as design variables, the AI framework found a property combination that, relative to diesel, raised thermal efficiency and cut NOx and soot emissions in a proof-of-concept test.

Source article: An AI-driven framework for property-oriented fuel design toward sustainable engine combustion

iScience
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50
Evidence-backed gainPeer-reviewedHealth

In 20 test patients, a hybrid deep learning planning system produced deliverable cervical cancer IMRT plans within 3 minutes while lowering dose to the bladder and small intestine.

Source article: A hybrid deep learning framework for automated treatment planning in cervical cancer radiotherapy

Journal of Applied Clinical Medical Physics
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52
Evidence-backed gainPeer-reviewedLabor

Swedish firms that adopted AI, whether building it in-house or outsourcing it, had higher subsequent employment and persistently higher shares of university-educated and CS-educated workers than non-adopters.

Source article: Make or buy AI? Evidence on AI sourcing decisions and workforce outcomes

Applied Economics Letters
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54
Evidence-backed gainPeer-reviewedHealth

At three Indian tertiary cancer centres, oncologists using OneRx.AI reached clinical recommendations far faster, with high expert-rated accuracy, safety and guideline concordance.

Source article: Prospective multicentre expert evaluation of an artificial intelligence-based oncology clinical decision support system across major cancer types in India

International Journal of Medical Informatics
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55
Evidence-backed gainPeer-reviewedHealth

In five intervention villages, every symptomatic person received a teleconsultation, while only 38.5% of symptomatic people in comparison villages accessed formal healthcare.

Source article: An assisted telemedicine model with digital diagnostics and artificial intelligence-supported clinical decision in hard-to-reach rural communities: a community-based mixed-methods study from Rajasthan, India

Preventive Medicine Reports
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57
Evidence-backed gainPeer-reviewedHealth

A CatBoost model using six simple indicators screened for rapid FEV1 decline with high sensitivity and a useful negative predictive value among Chinese COPD patients with follow-up spirometry.

Source article: Identification of clinical phenotypes and development of a predictive model for rapid lung function decline in COPD patients

Annals of Medicine
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58
Evidence-backed gainPeer-reviewedScience

Combining a convolutional and a temporal convolutional network lifted ion classification accuracy by 25.9% over an unmodified CNN and beat LSTM variants and traditional machine learning in a microfluidic electrochemical sensing platform.

Source article: A spatial-temporal deep learning method for heavy metal ion detection

The Analyst
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59
Evidence-backed gainPeer-reviewedHealth

A multilayer perceptron using eight clinical, laboratory, and intraoperative predictors estimated early complication risk after prostatectomy, and an online calculator could help flag high-risk patients right after surgery.

Source article: Development and external validation of an explainable machine-learning model for early complications following robot-assisted radical prostatectomy: a multicenter study

Journal of Robotic Surgery
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60
Evidence-backed gainPeer-reviewedScience

Language models can pull interaction types and participating species out of multilingual citizen science comments with high accuracy, which could widen the coverage of scarce ecological interaction data.

Source article: Large language models unlock the ecology of species interactions

Proceedings of the National Academy of Sciences
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