MétaCan
Menu
Back to cohort
Record W760564206 · doi:10.60082/2817-5069.2824

Book Review: Contract Law and Contract Practice: Bridging the Gap between Legal Reasoning and Commercial Expectation, by Catherine Mitchell

2015· article· en· W760564206 on OpenAlexvenueno aff
Steven N. Mandziuk

Bibliographic record

VenueOsgoode Hall law journal · 2015
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLaw, Economics, and Judicial Systems
Canadian institutionsnot available
Fundersnot available
KeywordsBridging (networking)LawSociologyPolitical scienceComputer scienceComputer security

Abstract

fetched live from OpenAlex

2 Behind this aphorism lies the idea that a well-functioning contract law system will protect the expectations of contracting parties, ensure the advancement of economic interests, and, as a result, improve society.But, what goes into the contract and the promise?How do law and expectations interact when issues of contract interpretation and enforcement must be decided?Practitioners involved in day-to-day commercial practice will agree that there are often differences between the law applicable to a contract and the actual conduct and expectations of contracting parties.Catherine Mitchell's well-researched book Contract Law and Contract Practice: Bridging the Gap between Legal Reasoning and Commercial Expectation considers the friction between the classical legal approach to contract interpretation and 1. (Oxford,

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)0.001
metaresearch head score (Gemma)0.015
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: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.024
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0050.010
Science and technology studies0.0010.002
Scholarly communication0.0050.005
Open science0.0020.001
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0240.011

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.

Opus teacher head0.030
GPT teacher head0.257
Teacher spread0.227 · 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
GenreReview

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
Published2015
Admission routes1
Has abstractno

Explore more

Same venueOsgoode Hall law journalSame topicLaw, Economics, and Judicial SystemsFrench-language works237,207