MétaCan
Menu
Back to cohort
Record W7025093900

The 'third sector': Co-operatives, mutual, charities and social enterprises

2016· other· en· W7025093900 on OpenAlexaboutno aff

Bibliographic record

VenueNorthumbria Research Link (Northumbria University) · 2016
Typeother
Languageen
FieldPhysics and Astronomy
TopicChaos control and synchronization
Canadian institutionsnot available
Fundersnot available
KeywordsConvictionContext (archaeology)New business developmentLegitimacyBusiness modelQuarter (Canadian coin)Scope (computer science)Big businessPhilosophy of businessBusiness historyProduct (mathematics)
DOInot available

Abstract

fetched live from OpenAlex

A dictionary of business history written in the 1980s would almost certainly have been a briefer and less diverse volume than the present. By then, notions of what were considered valid business organisational models were characterised by a degree of certainty and restricted scope which seems refreshingly obsolete a quarter of a century later. At the height of the ‘neo-liberal’ revolution sweeping the Anglo-American world at that time, economists and business analysts seemed to share the conviction that at base all business models by denition shared one key ingredient: the paramountcy of the prot motive as the key driver and raison d’être for all business activity. In this context the prot motive was solely about the enrichment of individuals or corporate bodies; the pursuit of wealth for its own sake. Other models, in which either the prot motive was entirely absent, or in which prot was to be used for purposes other than individual or corporate enrichment which trumped the pure prot motive, were implicitly regarded as either inferior or in some way invalid. Business was about individuals enriching themselves, and any motive which superseded this reason for being involved in business threatened business integrity by diluting the discipline of market fundamentals. This was one reason why, over a period of a quarter of a century or so, business models based on collective rather than individual and corporate interests faded from economics and business literature (Kalmi, 2007). This questioning of the legitimacy of mutual and collective models of business organisation was given legal force by new legislation in the UK and in many Western economies designed to allow mutual organisations such as building societies to be converted into mainstream ‘investor-led’ public limited companies, usually with the help of substantial financial incentives for members or owners of mutual organisations.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.407
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.027
GPT teacher head0.289
Teacher spread0.262 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueNorthumbria Research Link (Northumbria University)Same topicChaos control and synchronizationFrench-language works237,207