Evidence
Behav Brain Sci. 2024 Feb 5;47:e52. doi: 10.1017/S0140525X23002273.
ABSTRACT
Integrative experiment design is a needed improvement over ad hoc experiments, but the specific proposed method has limitations. We urge a further break with tradition through the use of an enormous untapped resource: Decades of causal discovery artificial intelligence (AI) literature on optimizing the design of systematic experimentation.
PMID:38311438 | DOI:10.1017/S0140525X23002273
Add to Google Keep
Estimated reading time: 1 minute(s)
Latest: Psychiatryai.com #RAISR4D
Cool Evidence: Engaging Young People and Students in Real-World Evidence ☀️
Real-Time Evidence Search [Psychiatry]
AI Research [Andisearch.com]
Beyond integrative experiment design: Systematic experimentation guided by causal discovery AI
🌐 90 Days
VR Related Evidence Matrix
- Delocalized, asynchronous, closed-loop discovery of organic laser emitters
- Between-task transfer of item-specific control is replicable and extends to novel conditions
- The Role of AI in Drug Discovery
- Game design elements of serious games in the education of medical and healthcare professions: a mixed-methods systematic review of underlying theories and teaching effectiveness
- Mendelian randomization: causal inference leveraging genetic data
- Mendelian randomization: causal inference leveraging genetic data
- Exploring Attentional Bias toward Alcohol Content: Insights from Eye-Movement Activity
- Monitoring Mental Health: Legal and Ethical Considerations of Using Artificial Intelligence in Psychiatric Wards - ADDENDUM
- HydrogelFinder: A Foundation Model for Efficient Self-Assembling Peptide Discovery Guided by Non-Peptidal Small Molecules
- Left Ventricular Segmentation, Warping, and Myocardial Registration for Automated Strain Measurement
- It's the biology, stupid! Proxy failures in economic decision making
- Understanding, experience, and attitudes towards artificial intelligence technologies for clinical decision support in hearing health: a mixed-methods survey of healthcare professionals in the UK
- Machine Learning-Enabled Image Classification for Automated Electron Microscopy
- Towards the correlates of Stressful Life Events as precipitants of OCD: a systematic review and metanalysis
- Positive psychology and palliative care: A call for an integrative approach
- MolProphet: A One-Stop, General Purpose, and AI-Based Platform for the Early Stages of Drug Discovery
- Chinese Immigrant Caregivers: Understanding Their Unmet Needs and the Co-Design of an mHealth App
- Avoidance of causality outside experiments: Hypotheses from cognitive dissonance reduction
- Is political anxiety different than general anxiety?
- A universal inverse design methodology for microfluidic mixers
- Emerging opportunities of using large language models for translation between drug molecules and indications
- Feasibility and Safety of Percutaneous Puncture Guided by a 5G-Based Telerobotic Ultrasound System: An Experimental Study
- Artificial Intelligence and Computational Biology in Gene Therapy: A Review
- Proxies, heuristics, and goal alignment
- A much-needed focus on self-harm in older adults
- Using Adaptive Bandit Experiments to Increase and Investigate Engagement in Mental Health
- A virtual recruitment protocol promotes enrollment of underrepresented groups in a diabetes prevention trial
- Proxy failures in practice: Examples from the sociology of science
- On abstract goals' perverse effects on proxies: The dynamics of unattainability
- Behavioral proxies compete by the time courses of their rewards, including endogenous rewards
- Proxy failure in academia: More than just another example
- The determinants of proxy treadmilling in evolutionary models of reliable signals
- Emergency department presentations for deliberate self-harm and suicidal ideation in 25-39 year olds following agency-notified child maltreatment: results from the Childhood Adversity and Lifetime Morbidity (CALM) study - CORRIGENDUM
- Artificial intelligence and open science in discovery of disease-modifying medicines for Alzheimer's disease
- Oxford Spring School in Advanced Research Methods 2024
- Capturing artificial intelligence applications' value proposition in healthcare - a qualitative research study
- Key Takeaways From the Al Haouz Earthquake, Morocco, 2023
- Key Takeaways From the Al Haouz Earthquake, Morocco, 2023
- Addressing the Mental Health Needs of Children Affected in the Morocco Earthquake
- Machine Learning Detects Heterogeneous Effects of Medicaid Coverage on Depression
- Could GLP-1 Receptor Agonists like Semaglutide Treat Addiction, Alzheimer Disease, and Other Conditions?
- Current perspectives and trend of computer-aided drug design: a review and bibliometric analysis
- Scientia pro bono humani generis: Science for the benefit of humanity
- Balloon Eustachian tuboplasty, revision sinus surgery, mental health in paediatric cochlear implant patients and medico-legal aspects of laryngoscopy
- Poor subjective sleep quality and trait impulsivity in patients with bipolar disorder
- Poor subjective sleep quality and trait impulsivity in patients with bipolar disorder
- Achieving eco-innovative smart glass design with the integration of opinion mining, QFD and TRIZ
- Leveraging human-centered design and causal pathway diagramming toward enhanced specification and development of innovative implementation strategies: a case example of an outreach tool to address racial inequities in breast cancer screening
- Design of robotic arm for the porcelain bushing in substation
- Lessons Learned from a Citywide Abandoned Housing Experiment
- AI-driven design of customized 3D-printed multi-layer capsules with controlled drug release profiles for personalized medicine
- Community mental health services may be lifesaving for middle-aged and older adults with hospital-treated intentional self-harm
- Applications of Artificial Intelligence, Machine Learning, and Deep Learning in Nutrition: A Systematic Review
- Predicting Emission of Heteroleptic Iridium Complexes using Artificial Chemical Intelligence
- Perspectives of general practitioners and memory clinic patients on ageing and cognitive decline to inform the design of a decentralised antihypertensive dementia prevention trial
- Ecotoxicological impacts of landfill sites: Towards risk assessment, mitigation policies and the role of artificial intelligence
- Life with a purpose rather than living for the sake of being healthy: the challenges and promises to reduce dementia risk in later life
- The therapeutic effectiveness of artificial intelligence-based chatbots in alleviation of depressive and anxiety symptoms in short-course treatments: A systematic review and meta-analysis
- How cy pres promotes transdisciplinary convergence science: an academic health center for women's cardiovascular and brain health
- Dementia risk and cognitive decline: the impacts of socioeconomic status and modifiable risk factors from a longitudinal Maastricht Aging Study
- Dementia risk and cognitive decline: the impacts of socioeconomic status and modifiable risk factors from a longitudinal Maastricht Aging Study
- Cannabis and Anxiety: A Critical Review
- Adaptive design trials in eating disorder research: A scoping review
- Adaptive design trials in eating disorder research: A scoping review
Evidence Blueprint
Beyond integrative experiment design: Systematic experimentation guided by causal discovery AI
☊ AI-Driven Related Evidence Nodes
(recent articles with at least 5 words in title)
More Evidence
Beyond integrative experiment design: Systematic experimentation guided by causal discovery AI
🌐 365 Days
VR Related Evidence Matrix
- Neuroadaptive Bayesian optimisation can allow integrative design spaces at the individual level in the social and behavioural sciences… and beyond
- Individual differences do matter
- Artificial intelligence for dementia drug discovery and trials optimization
- Delocalized, asynchronous, closed-loop discovery of organic laser emitters
- Between-task transfer of item-specific control is replicable and extends to novel conditions
- The Role of AI in Drug Discovery
- Is Target-Based Drug Discovery Efficient? Discovery and "Off-Target" Mechanisms of All Drugs
- Game design elements of serious games in the education of medical and healthcare professions: a mixed-methods systematic review of underlying theories and teaching effectiveness
- Mendelian randomization: causal inference leveraging genetic data
- Mendelian randomization: causal inference leveraging genetic data
- Exploring Attentional Bias toward Alcohol Content: Insights from Eye-Movement Activity
- Monitoring Mental Health: Legal and Ethical Considerations of Using Artificial Intelligence in Psychiatric Wards - ADDENDUM
- HydrogelFinder: A Foundation Model for Efficient Self-Assembling Peptide Discovery Guided by Non-Peptidal Small Molecules
- Left Ventricular Segmentation, Warping, and Myocardial Registration for Automated Strain Measurement
- Method comparison and estimation of causal effects of insomnia on health outcomes in a survey sampled population
- It's the biology, stupid! Proxy failures in economic decision making
- Deep neural networks are not a single hypothesis but a language for expressing computational hypotheses
- Understanding, experience, and attitudes towards artificial intelligence technologies for clinical decision support in hearing health: a mixed-methods survey of healthcare professionals in the UK
- A revitalized biopsychosocial model: core theory, research paradigms, and clinical implications
- Machine Learning-Enabled Image Classification for Automated Electron Microscopy
- Towards the correlates of Stressful Life Events as precipitants of OCD: a systematic review and metanalysis
- How are Autistic People Involved in the Design of Extended Reality Technologies? A Systematic Literature Review
- Let's move forward: Image-computable models and a common model evaluation scheme are prerequisites for a scientific understanding of human vision
- Positive psychology and palliative care: A call for an integrative approach
- Centrality statistics of symptom networks of schizophrenia: a systematic review
- Mind over body: Interfering with the inner voice is detrimental to endurance performance
- MolProphet: A One-Stop, General Purpose, and AI-Based Platform for the Early Stages of Drug Discovery
- An Exploratory Study in the Portuguese Population on Writing a Suicide Note: Correlates in the Suicide Spectrum and Qualitative Analysis - CORRIGENDUM
- Chinese Immigrant Caregivers: Understanding Their Unmet Needs and the Co-Design of an mHealth App
- Avoidance of causality outside experiments: Hypotheses from cognitive dissonance reduction
- Is political anxiety different than general anxiety?
- A universal inverse design methodology for microfluidic mixers
- Emerging opportunities of using large language models for translation between drug molecules and indications
- On the Behaviour-Altering Effect of Horses and Dogs in theTherapy of Attention-Deficit/ Hyperactivity Disorders
- Feasibility and Safety of Percutaneous Puncture Guided by a 5G-Based Telerobotic Ultrasound System: An Experimental Study
- Artificial Intelligence and Computational Biology in Gene Therapy: A Review
- DOES FRUIT AND VEGETABLE CONSUMPTION IMPACT MENTAL HEALTH? SYSTEMATIC REVIEW AND META-ANALYSES OF PUBLISHED CONTROLLED INTERVENTION STUDIES
- Accelerating the Discovery and Design of Antimicrobial Peptides with Artificial Intelligence
- Proxies, heuristics, and goal alignment
- A much-needed focus on self-harm in older adults
- Using Adaptive Bandit Experiments to Increase and Investigate Engagement in Mental Health
- A virtual recruitment protocol promotes enrollment of underrepresented groups in a diabetes prevention trial
- Can psychotic symptom identification help to improve Young-onset dementia care?
- Attitudes toward and experiences of clinical and non-clinical services among individuals who self-harm or attempt suicide: a systematic review
- Immersive experiences in museums for elderly with cognitive disorders: a user-centered design approach
- Proxy failures in practice: Examples from the sociology of science
- On abstract goals' perverse effects on proxies: The dynamics of unattainability
- Behavioral proxies compete by the time courses of their rewards, including endogenous rewards
- How do aspects of selfhood relate to depression and anxiety among youth? A meta-analysis
- Proxy failure in academia: More than just another example
- Deep causality variational autoencoder network for identifying the potential biomarkers of brain disorders
- Creating shared goals and experiences as a pathway to peace
- The predictive effect of family genetic risk scores as an indirect measure of causal effects of one disorder on another
- Diagnostic challenges and disparities in young-onset dementia: insights from a Southeast London memory clinic study
- Social norms, mentalising, and common knowledge, in making peace and war
- The societal impact of individual placement and support implementation on employment outcomes for young adults receiving temporary health-related welfare benefits: a difference-in-differences study
- Discovery of a quinoline-containing compound JT21-25 as a potent and selective inhibitor of apoptosis signal-regulating kinase 1 (ASK1)
- The determinants of proxy treadmilling in evolutionary models of reliable signals
- Causal discovery analysis: A promising tool in advancing precision medicine for eating disorders
- Approach-avoidance behavior and motor-specific modulation towards smoking-related cues in smokers
- Emergency department presentations for deliberate self-harm and suicidal ideation in 25-39 year olds following agency-notified child maltreatment: results from the Childhood Adversity and Lifetime Morbidity (CALM) study - CORRIGENDUM
- Stimulus-outcome associations are required for the expression of specific Pavlovian-instrumental transfer
- Artificial intelligence and open science in discovery of disease-modifying medicines for Alzheimer's disease
- Testing messaging strategies to correct beliefs about nicotine and relative harm perceptions of non-cigarette tobacco products compared to cigarettes: A 2 × 2 factorial experiment of factsheets