Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose – The purpose of this paper is to examine how people respond when their identity is challenged as they use computerized information systems in organizational settings. Using the critical realism perspective, the author built on the identity control theory and suggested a set of generative mechanisms that shed light on how individuals respond to the challenges that information technology (IT) poses to their identities when performing their jobs and how it affects their sense of self. Design/methodology/approach – The author conducted a field study in a Canadian health-care institution with the objective to examine how doctors and nurses coped with challenges posed by an Electronic Health Records system to their identities and how these systems shaped their identities. The author’s data are essentially qualitative. The author used retroduction as a mode off inference which combines both induction and deduction. The author hypothesized a set of identity mechanisms that are enacted as a response to a threat posed by IT in the work place. The author uses the evidence from the field study to verify the existence of these mechanisms and uncover new constructs and relationships that could enrich the understanding of the phenomenon. Findings – The results allowed to verify and provide an updated view of the proposed generative mechanisms that are triggered when identity is put to challenge by IT in the workplace. The identified mechanisms are, identity adjusting, IT threat neutralizing and emotion regulating. Their outcomes, which are, reinforced identity, redefined identity, ambivalent identity and anti-identity are much dependent on the availability and the breadth of personal and organizational resources people have at their disposal. Originality/value – The research offers a vantage point on how identities unfold in the course of interaction with technology. It contributes by providing empirically grounded mechanisms that shed light on how people response to threats posed by computerized information systems to identity and the various self-conceptions that ensue.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.011 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it