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Multidisciplinary field of science
Digital phenotyping is a multidisciplinary field of science, first defined in a May 2016 paper in JMIR Mental Health authored by John Torous, Mathew V
Digital_phenotyping
and digital phenotyping, defined as the “moment-by-moment quantification of the individual-level human phenotype using data from personal digital devices
Jukka-Pekka_Onnela
DNA profiling technique
DNA phenotyping is the process of predicting an organism's phenotype using only genetic information collected from genotyping or DNA sequencing. This term
DNA_phenotyping
American clinical psychologist
development award from the National Institute of Mental Health to study the digital phenotype of bipolar disorder in youth. The aims of this study include determining
Anna_Van_Meter
terms are used for this approach, including "personal sensing", "digital phenotyping", and "context sensing". The term "personal sensing" is used in this
Mobile phone based sensing software
Mobile_phone_based_sensing_software
Branch of forensic science
Digital forensics (sometimes known as digital forensic science) is a branch of forensic science encompassing the recovery, investigation, examination
Digital_forensics
Indicator of a biological state or condition
PMID 32848660. Insel TR (2019). Baumeister H, Montag C (eds.). Digital phenotyping and mobile sensing: new developments in psychoinformatics. Studies
Biomarker
Disorder of incoherent written rambling
developments in determining the presence of graphorrhoea. For example, digital phenotyping uses computerized measurement tools to apprehend the characteristics
Graphorrhea
German biotechnology company
breeding methods such as cross & selection, line and hybrid breeding, digital phenotyping, genetic engineering and genome editing. "Company - About KWS, business
KWS_Saat
behavioral sciences, and digital phenotyping (i.e., the moment-by-moment quantification of the individual-level human phenotype in daily life using data
Joel_Salinas
French consumer electronics company
Christelle; Milder, Maud; Leopold, Armand; Sedeaud, Adrien (4 May 2022). "Digital phenotyping in young breast cancer patients treated with neoadjuvant chemotherapy
Withings
evolving organism phenotypes. These phenotypes may be defined by combinations of logical computations (hereafter tasks) that digital organisms perform
Evolving digital ecological network
Evolving_digital_ecological_network
American neuroscientist (born 1951)
Verily, he founded and led the mental health team with a focus on digital phenotyping, using smartphone signals for measuring behavior and mood. In May
Thomas_R._Insel
Health industry trade group
Harvard University researchers used Embrace2 in a multi-site study on digital phenotypes associated with suicidal thoughts. At the University of California
Empatica
Branch of accounting which investigates financial misconduct and fraud
has been financial misconduct by the firm or its employees. The use of digital forensics and data analytics has become a significant part of forensic
Forensic_accounting
Systematic study of phenotypes
Phenomics studies phenotypes using phenotyping methods to characterize an organism with a set of traits which changes over time, due to development and
Phenomics
Metadata standard in digital media
ancillary tags used by digital cameras (including smartphones), scanners and other systems handling image and sound files recorded by digital cameras. The specification
Exif
Canadian epidemiologist
Institutes of Health (NIH). Along with Sachin H. Jain he coined the term "Digital Phenotype" in a seminal paper in Nature Biotechnology. On December 30, 2019
John_Brownstein
Branch of digital forensic science
of digital forensic science pertaining to evidence found in computers and digital storage media. The goal of computer forensics is to examine digital media
Computer_forensics
Application of genealogy in a legal setting
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Investigative genetic genealogy
Investigative_genetic_genealogy
Sub-field of pathology
1093/bioinformatics/btab578. PMC 8570784. PMID 34358287. Liver fibrosis phenotyping and severity scoring by quantitative image analysis of biopsy slides
Digital_pathology
American physician (born 1980)
social media and the practice of clinical medicine. He coined the term digital phenotype and described it in a paper in Nature Biotechnology with colleagues
Sachin_H._Jain
X-linked recessive genetic disorders
Oto-palato-digital syndrome is the generalised term for two conditions, oto-palato-digital syndrome type I (OPD1) and oto-palato-digital syndrome type
Oto-palato-digital_syndrome
Sub-branch of digital forensics
Network forensics is a sub-branch of digital forensics relating to the monitoring and analysis of computer network traffic for the purposes of information
Network_forensics
Organism with both male and female characteristics
that occurs when an individual organism possesses both male and female phenotypes due to genetic chimera of sex chromosomes in cells across the body and
Gynandromorphism
complications like air embolism and pulmonary aspiration of blood. These types of digital autopsies offer certain advantages when compared to traditional autopsies
Forensic_radiology
Branch of digital forensics
branch of digital forensics, that deals with the use of any digital forensics processes and procedures relating to the recovery of digital evidence which
IoT_forensics
American activist and whistleblower (born 1987)
head of the digital forensics and research branch of the Army's Computer Crime Investigative Unit (CCIU); and Mark Johnson, a digital forensics contractor
Chelsea_Manning
Branch of digital forensics
Forensic data analysis (FDA) is a branch of digital forensics. It examines structured data with regard to incidents of financial crime. The aim is to
Forensic_data_analysis
Color analysis technique
heterogeneous specimen, such as a soil or powder, requires quantitative analysis, digital photography may be used. This method has successfully been demonstrated
Forensic_colorimetry
Analysis of firearms and bullets for presentation as legal evidence
IBIS MATCHPOINT analysis to perform a side-by-side comparison, of the digital images. If the technician and reviewer agree on a match, its considered
Forensic_firearm_examination
Belgian electrical engineer and corporate CEO
(2018). "Large-scale wearable data reveal digital phenotypes for daily-life stress detection". npj Digital Medicine. 1: 67. doi:10.1038/s41746-018-0074-9
Luc_Van_den_hove
Type of physical evidence
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Transient_evidence
Medical speciality
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_pathology
(2018). "Large-scale wearable data reveal digital phenotypes for daily-life stress detection". npj Digital Medicine. 1 (1): 67. doi:10.1038/s41746-018-0074-9
Chris_Van_Hoof
Neurodevelopmental disorder
higher digital media use may worsen existing ADHD symptoms. An important group to talk about regarding the relationship between ADHD and digital media
Attention deficit hyperactivity disorder
Attention_deficit_hyperactivity_disorder
Analysis of fire-related incidents
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Fire_investigation
Method of gathering health information about a deceased individual
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Verbal_autopsy
Aspect of criminal investigation
technique is sensitive, reliable, and inexpensive, new methods involving digital overlays have proven to be more accurate. Two recent technological developments
Forensic_dentistry
One gene variant masking the effect of another in the other copy of the gene
(A) phenotype, and the last showing the (a) phenotype, thereby producing the 3:1 phenotype ratio. Mendel did not use the terms gene, allele, phenotype, genotype
Dominance_(genetics)
Location that may be associated with a committed crime
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Crime_scene
Analytical process
specialized software tools for enhancement, authentication, and analysis of digital multimedia evidence. Common capabilities include image extraction, image
Forensic_video_analysis
Study of mental functions and behaviors
virtual reality. There is an increasing emphasis on ecological validity, digital biomarkers, and the personalization of clinical neuropsychological diagnosis
Psychology
Database forensics is a branch of digital forensic science relating to the forensic study of databases and their related metadata. The discipline is similar
Database_forensics
Image acquired of the palm of a hand
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Palm_print
Investigation of failures associated with legal intervention
acid, which had initiated the crack. Extracting physical evidence from digital photography is a major technique used in forensic accident reconstruction
Forensic_engineering
French forensic scientist
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Edmond_Locard
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_epidemiology
Genetic profiling for legal evidence
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_DNA_analysis
Branch of science and medicine
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Medical_jurisprudence
Forensic application of the study of particulate matter
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_palynology
French culinary dish
Machine. The Latin text (ed. Karl Friedrich Theodor Mayhoff) of Perseus Digital Library places the corresponding text in a wrong chapter. URL accessed
Foie_gras
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_podiatry
Topics referred to by the same term
which a genetic screen is a procedure to identify a particular kind of phenotype the Irwin screen is a toxicological procedure Sieve, a mesh used to separate
Screen
Subfield
August 2025, (82), S1 (S739) - 10.1097/HEP.0000000000001493 AI-based phenotyping of hepatic fiber morphology to inform molecular alterations in metabolic
Spatial_biology
Study of health and disease within a population
healthcare or epidemiology, can be used for epidemiological study. Such digital epidemiology can include data from internet searching, mobile phone records
Epidemiology
Medical condition
discovered. Patients with homozygous mutations present with a typical SOD phenotype while those with heterozygous mutations are mildly affected. In addition
Septo-optic_dysplasia
Genus of gram-negative bacteria
genome-based classification and nomenclature of prokaryotes within DSMZ Digital Diversity". Nucleic Acids Research. 53: D1–D12. doi:10.1093/nar/gkaf1110
Campylobacter
Subspeciality of psychiatry related to criminology
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_psychiatry
Recreating faces from skeletal remains
Recent research on computer-assisted methods, which take advantage of digital image processing, pattern recognition, promises to overcome current limitations
Forensic facial reconstruction
Forensic_facial_reconstruction
Examination of documents potentially disputed in a court of law
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Questioned document examination
Questioned_document_examination
Study of sound recording evidence usage in court
accident scenes and timelines. Modern audio forensics makes extensive use of digital signal processing, with the former use of analog filters now being obsolete
Audio_forensics
Ethnic group in the Sahel and West Africa
commitment to developing a native script and font, giving the Fulani people a digital footprint for a global community – published on Microsoft Unlocked Prof
Fula_people
Aboriginal Australians and Torres Strait Islander peoples
Decade of Experiences". Gustav Neumann. Retrieved 26 March 2022 – via World Digital Library. Bleakley, John William (1929). The Aboriginals and Half-Castes
Indigenous_Australians
Digit of the forelimb
metacarpal bones, one to each of the five digits. Human hands contain fourteen digital bones, also called phalanges, or phalanx bones: two in the thumb (the thumb
Finger
Country in North America
placed on acquiring airborne surveillance platforms, aircraft, helicopters, digital war-fighting technologies, urban warfare equipment and rapid troop transport
Mexico
Archaic human species from Asia
"Homo tsaichangensis" (intended name for Penghu 1 in a self-published digital book) to be unpublished and unavailable, as it does not contain evidence
Denisovan
Digital Pathology
image cytometry or tissue cytometry is a method of digital histopathology and combines classical digital pathology (glass slides scanning and virtual slide
Tissue_cytometry
Recovery of evidence from mobile devices
Mobile device forensics is a branch of digital forensics relating to recovery of digital evidence or data from a mobile device under forensically sound
Mobile_device_forensics
Basic unit of taxonomic classification, below genus
species, defined as a set of organisms with a similar phenotype to each other, but a different phenotype from other sets of organisms. It differs from the
Species
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_limnology
Science of changing the traits of plants
commonly used in phenotyping. Computer vision using ML has made great strides and is now being applied to leaf phenotyping and other phenotyping jobs typically
Plant_breeding
Tumor-derived fragmented DNA in the bloodstream
detecting ctDNA mutations.[citation needed] Droplet digital PCR (ddPCR) is derived from the digital polymerase chain reaction, originally named by Bert
Circulating_tumor_DNA
Long-term inflammatory disease of the airways of the lungs
Irritant-induced asthma is a type-2 low phenotype while sensitizer-induced occupational asthma is a type-2 high phenotype. Asthma-COPD overlap (ACO) lacks a
Asthma
Polygenic phenotypic characteristic
assessed following the instructions of HirisPlex-S, which is a forensic DNA phenotyping tool based on an array of different marker SNPs providing additional
Eye_color
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_statistics
Change in the heritable traits of populations
can lead to dramatic differences in phenotype both within and between species. An individual organism's phenotype results from both its genotype and the
Evolution
African-American woman (1920–1951), source of HeLa immortal cell line
Lacks's oldest son and his wife, Lawrence and Bobbette Lacks, wrote a short digital memoir called "Hela Family Stories: Lawrence and Bobbette", with first-hand
Henrietta_Lacks
Study of trace evidence in criminal investigations
identification of individuals based on their respective DNA profiles. Digital Image Forensics. This covers: image source identification (which is based
Forensic_profiling
Canid species native to Australia
the original on 24 March 2023. Retrieved 24 March 2023 – via Australian Digital Theses Program. Rose 1992, pp. 47–49 Gunn, R.G.; Whear, R.L.; Douglas,
Dingo
Crime scene analysis
is required. HF 2018 Recent approach takes advantage of digital photography. A set of digital images of a footmark or target area of interest, taken in
Forensic_footwear_evidence
Probabilistic problem-solving algorithm
samples (a.k.a. particles, individuals, walkers, agents, creatures, or phenotypes) interacts with the empirical measures of the process. When the size of
Monte_Carlo_method
Extinct subfamily of sabertooth cats
and fragmentary, so the evolutionary history of the saber-toothed phenotype, a phenotype affecting craniomandibular, cervical forelimb and forelimb anatomy
Machairodontinae
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Use of DNA in forensic entomology
Use_of_DNA_in_forensic_entomology
Group of genetic connective tissues disorders
"Houston hits out at 'preconceived ideas' – Coronation Street News – Soaps". Digital Spy. Archived from the original on 2013-05-09. Retrieved 2014-02-27. .Oddly
Ehlers–Danlos_syndrome
Technique used to identify individuals via DNA characteristics
(such as genetic genealogy using public genealogy databases and DNA phenotyping approaches) has been limited, disjointed, unfocused, and raises issues
DNA_profiling
Subfield of forensic science
DNA markers are either a genotype or a phenotype. A genotype is a set of genes in an organism and a phenotype is an organism's characteristics that are
Body_identification
Skin cancer originating in melanocytes
mutations are highly penetrant (the chances of a carrier expressing the phenotype are high). Familial melanoma is genetically heterogeneous, and loci for
Melanoma
Medical condition
SM, Griffin T, Richard G (2006). "A novel GJA 1 mutation in oculo-dento-digital dysplasia with curly hair and hyperkeratosis". Eur J Dermatol. 16 (3):
Oculodentodigital_dysplasia
Technique of biometric identification
System". Fortuna Impex. Retrieved 9 September 2024. "Barclays – Hitachi Digital Security". Retrieved 17 May 2018. "Archived copy" (PDF). Archived from
Vein_matching
Autoimmune disease in which the immune system attacks healthy tissue
S, et al. (April 2024). "Mendelian Causes of Autoimmunity: the Lupus Phenotype". Journal of Clinical Immunology. 44 (4) 99. doi:10.1007/s10875-024-01696-8
Lupus
Dog breed
on 24 November 2017. Retrieved 19 November 2017. Jaypal, Renuka. "Going Digital in India" (PDF). Ogilvy. Archived from the original (PDF) on 15 October
Pug
Type of interaction between species
Liddell, Henry George; Scott, Robert, A Greek–English Lexicon, on Perseus Digital Library παρά Archived 27 February 2021 at the Wayback Machine, Henry George
Parasitism
Condition characterized by absence of pigment
total albinism Ermine phenotype in partial albinism Hermansky-Pudlak syndrome 1 to 11 (excluding 9) Microcephaly-albinism-digital anomalies syndrome Ocular
Albinism_in_humans
Fictional universe created by Iain M. Banks
dealing with those entities who have retired from biological existence into digital form and/or those who have died and been resurrected; Numina, which is
The_Culture
Inflammation of the alveoli of the lungs
(ed.). "Thomas Jefferson University: Tradition and Heritage". Jefferson Digital Commons. Part III, Chapter 9: Department of Medicine. p. 253. Adams WG
Pneumonia
Class of animals with milk-producing glands
Charlton T.; Short, Charles (1879). "mamma". A Latin Dictionary. Perseus Digital Library. Archived from the original on September 29, 2022. Retrieved September
Mammal
Art used in law enforcement or legal proceedings
Physiological Anthropology Biology Bloodstain pattern analysis Dentistry DNA phenotyping DNA profiling Forensic genealogy Entomology Epidemiology Limnology Medicine
Forensic_arts
Indigenous people in the US and Mexico
1177/0306312712454044. Retrieved December 11, 2025. Radin, Joanna (2017). ""Digital Natives": How Medical and Indigenous Histories Matter for Big Data". Osiris
Akimel_Oʼodham
Monitoring of computer or network activity
technology that could be used to read digital content under copyright (such as music, video, and e-books) without digital rights management (DRM) that prevented
Computer and network surveillance
Computer_and_network_surveillance
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