Hodges' Model: Welcome to the QUAD: socio-technical

Hodges' model is a conceptual framework to support reflection and critical thinking. Situated, the model can help integrate all disciplines (academic and professional). Amid news items, are posts that illustrate the scope and application of the model. A bibliography and A4 template are provided in the sidebar. Welcome to the QUAD ...

Showing posts with label socio-technical. Show all posts
Showing posts with label socio-technical. Show all posts

Thursday, September 24, 2026

DSA Webinar: Gaining understanding by structuring inquiry: probing data with one right question after another

Dear colleagues,

 

You are warmly invited to an online webinar hosted by The Digital Statecraft Academy (DSA), which may be of interest to those working with data and evidence in social policy.

 

DSA Webinar: Gaining understanding by structuring inquiry:
probing data with one right question after another

 

Date: Thursday 8 October 2026

Time: 15:00 BST / 16:00 CEST

Register: https://events.teams.microsoft.com/event/c6b38f8d-8f6c-4324-8c98-a73eeb36af86@f8ff7417-c954-4bf8-ba5a-1c103f38279d

 

Good analysis on clean data can still give a poor answer if the question behind it is wrong. This session looks at how we move from questions to evidence, in two steps.

 

Dr Stefaan Verhulst (Co-Founder, The GovLab at New York University and The Data Tank; Co-Editor-in-Chief, Data & Policy) will look at where questions come from, which questions get asked, and how governance priorities and political context shape them long before anyone opens a dataset.

 

Professor David Hand (Emeritus Professor of Mathematics, Imperial College London) will look at the next step: turning a real-world question into a statistical one that data can answer, and how this step can go wrong.

 

The session will be chaired by Dr Zeynep Engin, Co-Founder and Director of The Digital Statecraft Academy.

 

The discussion draws on Professor Hand's new book, What is the Question? Deciding What You Really Want to Know (2026)

 

The webinar is open to all. Register via this form. Please feel free to share this invitation with colleagues who may be interested.

 

Best wishes,

The Digital Statecraft Academy

 

My source: JISC SocioTech list - https://www.jiscmail.ac.uk/cgi-bin/webadmin?A0=SOCIOTECH

Saturday, July 11, 2026

Leapspace iii - References ii

Regards the two other references listed by Leapspace in the previous post:

Jones, P. (2009) Socio-technical structures, 4Ps and hodges' model. Nursing and Clinical Informatics: Socio-Technical Approaches. https://doi.org/10.4018/978-1-60566-234-3.ch011 

Jones, P. (2011) Socio-technical structures, 4Ps and hodges' model. Clinical Technologies: Concepts, Methodologies, Tools and Applications. https://doi.org/10.4018/978-1-60960-561-2.ch215 

The doi links above lead to a page where to read the 'View Full Text HTML', or 'PDF' you need a login. This suggests a paywall(?), but the paper can be found here:

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1842543&rec=1&srcabs=886584&alg=7&pos=3

These are not the original reference or title:

Jones, P. (2009) Socio-Technical Structures, the Scope of Informatics and Hodges’ model, IN, Staudinger, R., Ostermann, H., Bettina Staudinger, B. (Eds.), Handbook of Research in Nursing Informatics and Socio-Technical Structures, Idea Group Publishing, Inc. Chap. 11, pp. 160-174.

I am unable to check fully, but it appears in 2011, the paper was republished in another collection. It is nice to have a 'bovine' experience, with a lesson about copyright, open access, and predatory publishing. Alteration of titles is bound to result in repetition, confounding the accuracy of publication metrics and indices?

I am not going to add the second reference to the blog's bibliography.

"Train midwives as nurses" - Ockenden

Re. Ockenden Report

Catching up on the newspapers, I noticed in the Times reporting of Ockenden calling for midwives to train as nurses first. Provoking debate about nurse education.

Within maternity services there are problems with continuity of care and skills in dealing with complex cases:

'Maternal Deaths 

60. The Review examined 27 maternal deaths that occurred between 2006-2024. Five cases fell outside of the Terms of Reference of the Review. Of the 22 remaining cases, reviewers identified failures in care that may have or substantially impacted on the outcome in six deaths. 

61. The profile of maternal deaths at NUH over this period broadly aligned with the known demographics and causes as identified by MBRRACE. 11 of the deaths occurred to women living in the most deprived areas of the city and 14 occurred amongst women who were not white British.

62. The common failures reviewers identified that might prevent future maternal deaths included: listening to women and families and acting promptly on concerns; continuity of care particularly for those with additional social/medical complexities; robust clinical governance to ensure timely information sharing across organisations and prompt access to imaging for women presenting with concerning neurological symptoms.' xiv

AI Overview (Ecosia) suggests that although direct entry to midwifery has always been possible(?), the English National Board created the pathway some 39 years ago.

The Ockenden Report describes how in combination health systems, culture, leadership and training can contribute to compassion fatigue (p.313).

When you look at Hodges' model and our languages, a great many challenges for curricula, training and education programmes can be found. The most powerful of what can be progressive, or threats are invariably mechanistic:

  • shorten
  • bypass
  • shortcut
  • cutting corners
  • short-circuit

Nursing must always move forward, continuous professional development is built on this principle. In the late 70s and 1980s post-registered qualifications were held in high esteem. Especially midwifery, paediatrics, health visiting, emergency and intensive care. 

Clearly, decision and policymakers can underestimate the value of basic nurse training. Having an idea since childhood is brilliant, but at interview saying you're compassionate and want to make a difference will soon be tested. Sometimes as a student rather bluntly, as with a first placement in forensic nursing. I wonder how many students have been lost there? I'm sure the majority will cope, manage, enjoy and prosper, but I've seen the student peers who miss these cohort members on subsequent learning experiences. What preparation is employed?

Basic nurse training, is just that. Demonstrating competence in communication, awareness of basic needs and how these are expressed behaviourally. What interpersonal skills and knowledge are needed. As highlighted before, the director of nurse education worried about those of us who worked as nursing assistants risked being trained in poor care. Not recognising 'bad practice', a 'poor attitude', not using observation and most important of all listening: to what is said and unsaid. When I started I remember thinking about not responding - as individually programmed to do so, through a reflex action. That was a worry back then. 

While the news in the Ockenden Report is bleak. The depth of the report (for me) is manifest in identification of not only socioeconomic factors, but sociotechnical too (with five mentions) and the critical interplay of seeing (and hearing!) the individual amid the collective:

'2. Fetal monitoring

Rather than reflecting simple failures of individual interpretation, growing evidence suggests that intrapartum fetal monitoring is best understood as a complex sociotechnical practice, shaped by system design, workload, team dynamics, guideline variability and organisational culture.119 Continuous CTG itself has well-recognised limitations, including poor specificity for predicting long-term neonatal outcomes and substantial inter- and intra-observer variation in interpretation.5 Reviews of intrapartum care are therefore unavoidably influenced by retrospective bias, with greater apparent clarity afforded by knowledge of the outcome than was available to clinicians at the time. 

However, despite this, a sociotechnical understanding does not negate the importance of examining individual cases in which intrapartum monitoring was demonstrably substandard. National inquiries and confidential reviews repeatedly describe cases involving sustained failure to recognise pathological fetal heart-rate patterns, delayed escalation despite repeated triggers, and missed opportunities for timely intervention. 2,3,120,121 These cases cannot be explained solely by the inherent limitations of CTG or by hindsight bias.' p.143.

It is quite shocking to hear this conclusion: the need to train as a nurse first. Counterarguments: where is the evidence(?!) - have followed. But then if you undervalue and miss the fundamentals (see Hodges' model!) then individuals, families, communities, students, practitioners, services and systems suffer.

Previously: 'maternity' : 'report' : 'safety'

Sunday, June 28, 2026

1st Workshop on the Internet of Mirrors (IoM): Connected Intelligence for Healthcare, Beauty, and Immersive Digital Experiences

Dear Colleagues,

I would like to invite your technical papers submissions to our 1st Workshop on the Internet of Mirrors (IoM): Connected Intelligence for Healthcare, Beauty, and Immersive Digital Experiences, which will be held in IEEE WF-IoT 2026 in Abu Dhabi, UAE.

Workshop Focus


The Internet of Mirrors (IoM) is an emerging IoT ecosystem built around interconnected smart mirrors that can sense, process, communicate, and deliver personalised services across healthcare, beauty, wellness, assisted living, fitness, and immersive digital experiences.
Although the workshop is centred on the Internet of Mirrors, the realisation of this vision requires multi-domain expertise. As such, we are very keen to receive contributions not only from researchers directly working on IoM, but also from those developing the architectures, algorithms, communication technologies, computing frameworks, and application domains that will underpin future intelligent IoT ecosystems.

Topics of Interest
  • Relevant topics include, but are not limited to:Edge, fog, and cloud computing for IoT systems
  • Distributed intelligence and multi-agent AI
  • AI-enabled IoT applications and personalised services
  • Multimodal sensing, data fusion, and contextual awareness
  • Intelligent task orchestration and adaptive resource allocation
  • Wireless connectivity, 5G/6G, and network optimisation
  • Privacy-preserving AI, security, interoperability, and trustworthy AI
  • Human-computer interaction, accessibility, and inclusive smart interfaces
  • Digital twins, immersive technologies, and metaverse-enabled experiences
  • Internet of Sounds, Internet of Medical Things, and broader Internet of Everything ecosystems
  • Smart healthcare, assisted living, wellness, fitness, beauty, and immersive digital lifestyle applications
  • Proof-of-concept implementations, benchmarking, testbeds, and real-world IoT deployments
Important Dates 
  • Paper submission deadline: 12 July 2026
  • Notification of acceptance: 15 August 2026
  • Camera-ready deadline: 30 August 2026

Workshop Chairs

  • Lina Mohjazi, University of Glasgow, UK
  • Luca Truchet, University of Trento, ITALY
  • Ahmad Taha, University of Glasgow, UK
  • Rabeb Mizouni, Khalifa University, UAE
  • Muhammad Ali Imran, University of Glasgow, UK
  • Haneen Fatima, University of Glasgow, UK

Information

Workshop website: https://sites.google.com/view/wfiot2026-workshop-iom
Submission link: https://edas.info/newPaper.php?c=34901&track=138858

Contact Emails:
l.mohjazi AT ieee.org
ahmad.taha AT glasgow.ac.uk

It would be wonderful if you could consider submitting relevant work, or share the call with colleagues and students who may be interested!
--
Kind regards,
Dr Kubra Duran
Postdoctoral Fellow
Edinburgh Napier University, UK

My source: SOCIOTECH list - JISC

Thursday, May 21, 2026

June 4-5 'Ecologies of Care' - London, UK

With more to follow from RCN Congress, this morning I received the agenda for next month's conference 'Ecologies of Care'. I am speaking, first session on the Thursday, which is a good to know and see the broad range of presentations. 

The focus on attention, is helpful for a possible further event in October. In the meantime, the Call for Papers began:

Chancellor’s Hall, Senate House London

June 4 & 5, 2026

Keynote lecture by Professor Yves Citton

How do increasing demands on our attention influence what we know, and how we act, in response to climate change? Despite a strong scientific consensus that climate change is ongoing and anthropogenic, political and legal action remains fragmented. Ecologies of Care asks to what extent the environmental crisis is a crisis of attention. Speaking to the dynamics of the attention economy, Yves Citton notes that “the new scarcity is no longer to be situated on the side of material goods to be produced, but on the attention necessary to consume them.” The word ‘attention’ is etymologically linked to the notion of care, or that which one attends to. This relationship (of subject and object) is fundamentally collective, insofar as collective attentional regimes influence what each one of us pays attention to on a daily basis, and how we navigate the barrage of informational flows from popular media.

Terms such as "the Anthropocene" and "planetary boundaries" function both as scientific descriptors and attempts to provoke action commensurate to the urgency that scientists believe their research demonstrates. The recent decision not to formalize the Anthropocene as an official geological unit, for example, highlights growing unease concerning intensifying media attention directed at scientific expertise. Under conditions of increasing disparity between what we know, and how we act, in response to climate change, the role of scientific expertise plays an increasingly normative, and not only informative, function. Scientific expertise attempts to direct what we attend to, and consequently, how (or if) we care. This is a collective practice of narrating and internalizing mythologies, whereby informational flows draw attention to some thing that needs to be cared for: Earth, the planetary, capital, or each other.

Continued ...

 c/o Law and the Environmental Humanities Network

n.b. With little time, I'm not going to transfer the pdf text, but may add here.

Wednesday, May 20, 2026

#RCN26 RCN Congress - Nurse Education

If you think hard-enough all the debates at RCN Congress connect to 'education', but two are laser-focussed:

Protecting nurse education

Resolution submitted by the Education Forum
That this meeting of RCN Congress asks RCN Council to lobby UK governments to protect nurse education from university sector economic pressures.

Quality of clinical placements

Matter for discussion submitted by the Students Committee
That this meeting of RCN Congress discusses ways in which the quality of clinical placements can be ensured and consistent across all 4 countries.

For more senior colleagues, you may momentarily think back - all rose-tinted - to the pre-undergraduate Schools of Nursing, but you also realise change was needed and inevitable. A new millennium was fast approaching.

Now, however it seems within the university ecosystem, nursing is a threatened subject and discipline. Nurse education is exposed and itself vulnerable. In the 21st century fitness-stakes - finance wins:


individual
|
INTERPERSONAL : SCIENCES
humanistic ------------------------------- mechanistic
SOCIOLOGY : POLITICAL
|
group


mental fitness


physical fitness


SOCIAL VALUE 
& VALUES

FINANCIAL FITNESS

 

At RCN Congress, the status of nursing as a profession in the USA, was raised. Looking online, I found the following at the U.S. Department of Education: Myth vs. Fact: The Definition of Professional Degrees.

In January 2025 I posted about the situation at Cardiff University. At Congress the matter of the quality of clinical placements, became a resolution. The protection of nurse education provoked an impassioned and emotional debate. Student nurses seeing what is happening to nurse faculty. Nurse faculty seeing the years of experience 'walk' be-pushed out through the door. It seems there is no collective noun for a group, or collection of redundancies. Mass comes to mind, especially in this instance. A 'rash' seems appropriate. But, the condition is more serious and bears further investigation:

As a Google search demonstrates - https://share.google/SViFPWuJovKWhErEE

IT doesn't stop there ...

How many of us (nurses, and other 'professionals') are seeing job offers(?) such as:

Remote
Contract

$35/hr - $80/hr (this is lower than others ...)

About the job

Nursing Informatics Specialist (AI Training)

About The Role

Your clinical knowledge is more valuable than you think — beyond the bedside. We're looking for experienced nursing professionals to help train and evaluate AI systems built for healthcare. As a Nursing Informatics Specialist at Alignerr, you'll apply your frontline expertise to ensure AI understands real-world clinical workflows, EHR systems, and nursing documentation the way actual nurses do.

This is a unique opportunity to work at the intersection of nursing practice and cutting-edge AI — on your own schedule, from anywhere.

  • Organization: ---------
  • Type: Hourly Contract
  • Location: Remote
  • Commitment: 10–40 hours/week

What You'll Do

  • Evaluate AI-generated clinical content for accuracy, safety, and alignment with real nursing workflows
  • Review and annotate EHR documentation scenarios, flagging errors or gaps in clinical reasoning
  • Translate nursing practice knowledge into structured feedback that improves AI model outputs
  • Assess how well AI systems reflect clinical informatics best practices across areas like documentation, data integrity, and care coordination
  • Provide expert insight on health IT tools, including EHR platforms such as Epic or Cerner
  • Work independently and asynchronously on task-based assignments

Who You Are

  • Registered Nurse (RN) or equivalent clinical background with hands-on experience in a healthcare setting
  • Familiar with EHR systems and clinical documentation workflows
  • Able to analyze clinical scenarios and communicate clear, structured feedback
  • Detail-oriented with strong written communication skills
  • Self-motivated and comfortable working independently in a remote environment
  • No prior AI experience required — your clinical expertise is what matters

Nice to Have

  • Experience in clinical informatics, health IT, or nursing informatics roles
  • Familiarity with data annotation, quality review, or evaluation processes
  • Background in quality improvement, patient safety, or clinical education
  • Exposure to health data standards (e.g., HL7, FHIR, SNOMED)

Why Join Us

  • Work on cutting-edge AI projects with leading research labs and AI teams
  • Fully remote and flexible — set your own hours and work at your own pace
  • Freelance perks: autonomy, variety, and global collaboration
  • Apply your nursing expertise in a completely new and impactful way
  • Contribute to AI that could meaningfully improve how healthcare technology serves patients and clinicians
  • Potential for ongoing work and contract extension

You might think (no pun intended!): 

'Well this all about informatics. Don't worry - it will all work out fine!'

But, please notice, the clinical and nursing requirement:

"Registered Nurse (RN) or equivalent clinical background with hands-on experience in a healthcare setting."

Not exactly, Hodges' model is it? Even if specific to this role, what does it say:

  • about :: the title of 'Registered Nurse'
  • about :: Nurses and Nursing as a Profession
  • and :: to search engines and agentic AI?

So be aware, and concerned (worried even!) for nursing and nurse education ... 
for the humanity of healthcare:


individual
|
INTERPERSONAL : SCIENCES
humanistic ------------------------------- mechanistic
SOCIOLOGY : POLITICAL
|
group

de-humanisation

BIG TECH


"Where has everyone gone?"
Social values
Social justice

What about research, debate, evidence..?
 


Nursing Faculty
Universities as Institutions that reflect Society
Why is there an echo in here?
It's been hollowed out.

P.S. I am not a technophobe. Previously: 'AI' : 'SOCIO-technical'