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Theory Development by Induction

2014· book· en· W1768556395 on OpenAlexaff
Edwin A. Locke, Gary P. Latham

Bibliographic record

VenueOxford University Press eBooks · 2014
Typebook
Languageen
FieldPsychology
TopicMotivation and Self-Concept in Sports
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSubconsciousCreativityPsychologyGoal settingNegotiationField (mathematics)Value (mathematics)Development theoryGoal orientationManagement scienceSocial psychologyComputer scienceSociologyEngineeringMedicineSocial scienceEconomics

Abstract

fetched live from OpenAlex

This monograph summarizes goal-setting theory as originally developed in 1990; it then updates the theory based on research findings subsequent to that time period. These new findings include the economic value of goal setting, the use of stretch goals, new analyses of commitment, goal determinants, multiple goals, learning goals, long-term goal effects, and team goals. We also summarize studies involving the application of goal setting to field such as creativity, negotiation, sports, health, aging, entrepreneurship, psychotherapy, education, self-development, and subconscious motivation. We point out potential problems and pitfalls in the use of goal setting and how to avoid them.

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)0.010
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.027
Threshold uncertainty score0.090

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.016
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0040.003
Science and technology studies0.0020.007
Scholarly communication0.0050.005
Open science0.0030.004
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0270.010

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 head0.023
GPT teacher head0.229
Teacher spread0.206 · 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 designTheoretical or conceptual
Domainnot available
GenreMethods

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
Published2014
Admission routes1
Has abstractyes

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