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部分任务训练和难度递增训练策略的有效性:荟萃分析方法。

Effectiveness of part-task training and increasing-difficulty training strategies: a meta-analysis approach.

机构信息

Alion Science and Technology Corporation, Micro Analysis and Design Operation, 4949 Pearl East Circle, Suite 300, Boulder, CO 80301, USA.

出版信息

Hum Factors. 2013 Apr;55(2):461-70. doi: 10.1177/0018720812451994.

Abstract

OBJECTIVE

The objective was to conduct meta-analyses that investigated the effects of two training strategies, increasing difficulty (ID) and part-task training (PTT), on transfer of skills and the variables that moderate effectiveness of the strategies.

BACKGROUND

Cognitive load theory (CLT) provides a basis for predicting that training strategies reducing the intrinsic load of a task during training avail more resources to be devoted to learning. Two strategies that accomplish this goal, by dividing tasks in parts or by simplifying tasks in early training trials, have offered only mixed success.

METHOD

A pair of complementary effect size measures were used in the meta-analyses conducted on 37 transfer studies employing the two training strategies: (a) a transfer ratio analysis on the ratio of treatment transfer performance to control transfer performance and (b) a Hedges' g analysis on the standardized difference between treatment and control group means.

RESULTS

PTT generally produced negative transfer when the parts were performed concurrently in the whole transfer task but not when the parts were performed in sequence. Variable-priority training of the whole task was a successful technique. ID training was successful when the increases were implemented adaptively but not when increased in fixed steps. Both strategies provided evidence that experienced learners benefited less, or suffered more, from the strategy, consistent with CLT.

CONCLUSION

PTT can be successful if the integrated parts are varied in the priority they are given to the learner. ID training is successful if the increases are adaptive. The fundamental elements of CLT are confirmed.

摘要

目的

进行荟萃分析,调查两种训练策略(难度递增和部分任务训练)对技能转移的影响,以及调节策略效果的变量。

背景

认知负荷理论(CLT)为预测提供了依据,即在训练过程中降低任务内在负荷的训练策略可以为学习提供更多的资源。两种通过将任务划分为部分或在早期训练试验中简化任务来实现这一目标的策略,仅取得了喜忧参半的效果。

方法

在对使用两种训练策略的 37 项转移研究进行的荟萃分析中,使用了一对互补的效应量测量方法:(a)治疗转移绩效与对照转移绩效之比的转移比分析,以及(b)治疗组和对照组之间标准化差异的 Hedges'g 分析。

结果

当部分任务在整个转移任务中同时进行时,部分任务训练(PTT)通常会产生负转移,但当部分任务按顺序进行时则不会。整个任务的变量优先训练是一种成功的技术。当增加是自适应进行时,难度递增训练(ID)是成功的,但当以固定步骤增加时则不是。这两种策略都提供了经验丰富的学习者从策略中受益较少或受影响较大的证据,这与 CLT 一致。

结论

如果将集成的部分按照学习者的优先级进行变化,那么部分任务训练(PTT)可以取得成功。如果增加是自适应的,那么难度递增训练(ID)是成功的。CLT 的基本要素得到了证实。

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