scholarly journals verBERT: Automating Brazilian Case Law Document Multi-label Categorization Using BERT

2021 ◽  
Author(s):  
Felipe R. Serras ◽  
Marcelo Finger

In this work, we carried out a study about the use of attention-based algorithms to automate the categorization of Brazilian case law documents. We used data from the Kollemata Project to produce two distinct datasets with adequate class systems. Then, we implemented a multi-class and multi-label version of BERT and fine-tuned different BERT models with the produced datasets. We evaluated several metrics, adopting the micro-averaged F1-Score as our main metric for which we obtained a performance value of 〈F1〉micro = 0.72 corresponding to gains of 30 percent points over the tested statistical baseline.

Author(s):  
Robert Merkin ◽  
Séverine Saintier

The Casebook series provides a comprehensive selection of case law that addresses all aspects of the subject encountered on undergraduate courses. The performance obligations of the parties to a contract are determined by contractual terms. A breach of contract arises when a party fails to fully comply with a performance obligation, without lawful excuse. If a contractual obligation is strict, failure to comply constitutes a breach of contract regardless of fault. Subject to an enforceable exemption clause, the injured party is entitled to damages to compensate for the loss suffered as a result of the breach. This chapter focuses on breach of contract and its legal consequences. It discusses the election on repudiatory breach, termination or affirmation of a contract, the classification of terms: conditions, warranties and innominate or intermediate terms, the ‘entire obligation rule’, and anticipatory breach.


2020 ◽  
Vol 25 (3) ◽  
pp. 12-19
Author(s):  
Justin D. Beck ◽  
Judge David B. Torrey

Abstract Medical evaluators must understand the context for the impairment assessments they perform. This article exemplifies issues that arise based on the role of impairment ratings and what edition of the AMA Guides to the Impairment of Permanent Impairment (AMA Guides) is used. This discussion also raises interesting legal questions related to retroactivity, applicability of prior precedent, and delegation. On June 20, 2017, the Supreme Court of Pennsylvania handed down its decision, Protz v. WCAB (Derry Area Sch. Dist.), which disallows use of the “most recent edition” of the AMA Guides when determining partial disability entitlement under the Pennsylvania Workers’ Compensation Act. An attempted solution was passed by the Pennsylvania General Assembly and was signed into law Act 111 on October 24, 2018. Although it affirms that the AMA Guides, Sixth Edition, must be used for impairment ratings, the law reduces the threshold for total disability benefits from 50% to 35% impairment. This legislative adjustment benefited injured workers but sparked additional litigation about whether, when, and how the adjustment should be applied (excerpts from the laws and decisions discussed by the authors are included at the end of the article). In using impairment as a threshold for permanent disability benefits, evaluators must distinguish between impairment and disability and determine an appropriate threshold; they also must be aware of the compensation and adjudication process and of the jurisdictions in which they practice.


2017 ◽  
Vol 22 (1) ◽  
pp. 11-16
Author(s):  
Joel Weddington ◽  
Charles N. Brooks ◽  
Mark Melhorn ◽  
Christopher R. Brigham

Abstract In most cases of shoulder injury at work, causation analysis is not clear-cut and requires detailed, thoughtful, and time-consuming causation analysis; traditionally, physicians have approached this in a cursory manner, often presenting their findings as an opinion. An established method of causation analysis using six steps is outlined in the American College of Occupational and Environmental Medicine Guidelines and in the AMA Guides to the Evaluation of Disease and Injury Causation, Second Edition, as follows: 1) collect evidence of disease; 2) collect epidemiological data; 3) collect evidence of exposure; 4) collect other relevant factors; 5) evaluate the validity of the evidence; and 6) write a report with evaluation and conclusions. Evaluators also should recognize that thresholds for causation vary by state and are based on specific statutes or case law. Three cases illustrate evidence-based causation analysis using the six steps and illustrate how examiners can form well-founded opinions about whether a given condition is work related, nonoccupational, or some combination of these. An evaluator's causal conclusions should be rational, should be consistent with the facts of the individual case and medical literature, and should cite pertinent references. The opinion should be stated “to a reasonable degree of medical probability,” on a “more-probable-than-not” basis, or using a suitable phrase that meets the legal threshold in the applicable jurisdiction.


1962 ◽  
Author(s):  
F. H. Rholes ◽  
H. H. Reynolds ◽  
M. E. Grunzke ◽  
D. N. Farrer

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