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Record W4249099904 · doi:10.1017/cbo9781316337875

Fighting Fair

2015· book· en· W4249099904 on OpenAlexaff
Allan C. Hutchinson

Bibliographic record

VenueCambridge University Press eBooks · 2015
Typebook
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsCognitive reframingLegal ethicsLawHonorSettlement (finance)Political scienceLegal professionAnalogyEconomic JusticeDilemmaEthical dilemmaLegal realismSociologyPsychologyEpistemologyPhilosophySocial psychologyBusiness

Abstract

fetched live from OpenAlex

Along with used car dealers and telemarketers, lawyers are considered to be among the least trustworthy of all professionals. If lawyers want more respect, they will have to earn it by reframing their ethical responsibilities. In an original approach to law's moral dilemma, legal theorist Allan C. Hutchinson takes seriously the idea that 'litigation is war'. By drawing an extended analogy with the theory of ethical warfare, he examines the most difficult questions facing practicing lawyers today. Comparing the role of military officers to legal professionals and theories of just peace to legal settlement, Hutchinson outlines a boldly original approach to legal ethics. Fighting Fair's recommendation for a more substantive, honor-based approach to ethics will be a thought-provoking tool for anyone concerned about the moral standing of the legal profession.

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 imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.029
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0080.023
Scholarly communication0.0080.011
Open science0.0010.006
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0290.005

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 head0.062
GPT teacher head0.301
Teacher spread0.239 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations6
Published2015
Admission routes1
Has abstractyes

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