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Record W4392122316 · doi:10.5430/wjel.v14n3p98

Biographer’s Appraisal in Joko Widodo Biography “Man of Contradiction and the Struggle to Remake Indonesia”

2024· article· en· W4392122316 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueWorld Journal of English Language · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCommunication Studies and Media
Canadian institutionsnot available
Fundersnot available
KeywordsContradictionBiographyAdministration (probate law)SadnessHappinessFeelingSociologyExistentialismPsychologyPolitical scienceLawSocial psychologyPhilosophyEpistemologyAnger

Abstract

fetched live from OpenAlex

This study explores the biographer’s appraisal towards Jokowi’s contradiction and struggle to remake Indonesia. The data were obtained purposively from the chapter five of the biography “Man of Contradiction: Joko Widodo and the Struggle to Remake Indonesia” (2020) and were analyzed by applying Martin and Rose’s appraisal framework (2007). The findings reveal that positive judgments were used to assess Jokowi's actions when he became his company CEO, business association chairman, Surakarta mayor, Jakarta governor, and Indonesia president; and negative judgments to criticize his leadership style and his administration’s weaknesses and strengths. The positive appreciation was given to Jokowi’s efforts on his decision to build infrastructures throughout Indonesia, while negative appreciation on Jokowi's administration that was deemed to have covered up cases of deaths and victims of the COVID-19 pandemic. In addition, to indicate his feelings towards Jokowi, the biographer uses affect that covers the desires, self-confidence, worry, fear, happiness, sadness, security, insecurity, and unhappiness Jokowi experienced during his presidential administration.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.726
Threshold uncertainty score0.477

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.011
GPT teacher head0.310
Teacher spread0.299 · 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