Reluctant state capitalism: Antipathy, accommodation and hybridity in Irish telecommunications
Bibliographic record
Abstract
The state capitalism literature emphasizes the new roles played by states in global politics and domestic economies through heightened intervention and ownership of key resources and sectors. In Ireland, we instead find a reluctant state capitalism evinced by antipathy towards state ownership, the accommodation of private sector failures and embrace of hybrid governance. Rather than something new and unprecedented, the Irish state has been a long-standing feature of domestic market development and an important institution supporting private enterprise today as in the past. Urging a more academically robust conceptualization of state capitalism, this paper relinquishes innate assumptions of obvious boundaries dividing liberalized capitalism from state capitalism in favour of engaging the domestic state and sectoral developments on their own terms and within their proper historical context. We find reluctant state capitalism in Ireland's telecommunications sector through a continuum of state–market involvement in four phases: commercial, devolving, evolving and partnership state capitalism. By identifying temporal phases of state capitalism, we move beyond the here-and-now of more contemporary ‘new’ state capitalism analyses that suggest rupture with an idealized, liberalized past.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.022 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".