Related Experiment Video
Updated: Jan 21, 2026

11:28
Recording Network Activity in Spinal Nociceptive Circuits Using Microelectrode Arrays
Published on: February 9, 2022
3.4K
A network model of activities in primary care consultations
Ahmet Baki Kocaballi1, Enrico Coiera1, Huong Ly Tong1
1Australian Institute of Health Innovation, Macquarie University, Sydney, Australia.
Summary
Primary care consultations are nonlinear and fragmented, not a simple linear process. Understanding these dynamic structures is key for developing advanced automated clinical documentation systems.
Area of Science:
- Medical Informatics
- General Practice Research
Background:
- Primary care consultations are complex interactions.
- Current clinical documentation methods may not fully capture consultation dynamics.
Purpose of the Study:
- To characterize the dynamic structure of primary care consultations.
- To identify typical activities and their inter-relationships.
- To inform automated clinical documentation using natural language processing.
Main Methods:
- Observational study of 31 Australian general practice consultations.
- Audio recording, screen capture, and observer notes.
- Analysis of conversational transcripts and activity transition analysis.
Main Results:
- Consultation activities are fragmented, nonlinear, and interdependent.
- Discussing the present complaint is a central activity, linked to history, examination, and assessment.
- Verbal cues often signal transitions between activities.
Conclusions:
- Primary care consultations deviate from linear models, being fragmented and reactive.
- Nonlinearity impacts automated information capture, requiring systems to link and summarize disparate data fragments.
Keywords:
digital scribeelectronic health recordgeneral practitionersmedical informaticsprimary health carespeech-based summarizationMore Related Videos
Related Concept Videos
Primary Active Transport
196.7K
In contrast to passive transport, active transport involves a substance being moved through membranes in a direction against its concentration or electrochemical gradient. There are two types of active transport: primary active transport and secondary active transport. Primary active transport utilizes chemical energy from ATP to drive protein pumps that are embedded in the cell membrane. With energy from ATP, the pumps transport ions against their electrochemical gradients—a direction...
196.7K
Primary Active Transport
13.7K
In contrast to passive transport, active transport involves a substance being moved through membranes in a direction against its concentration or electrochemical gradient. There are two types of active transport: primary active transport and secondary active transport. Primary active transport utilizes chemical energy from ATP to drive protein pumps embedded in the cell membrane. With energy from ATP, the pumps transport ions against their electrochemical gradients—a direction they would...
13.7K
Protein Networks
4.5K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.5K
Network Covalent Solids
16.1K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
16.1K
Interdisciplinary Care: The Health Care Team-I
2.6K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care.
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
2.6K
Interdisciplinary Care: The Health Care Team-II
2.2K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care. Here are a few more healthcare professionals.
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
2.2K

