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Record W4384026963 · doi:10.47772/ijriss.2023.7695

Quarter-Life Crises of Police Officers in Baguio City Police Office

2023· article· en· W4384026963 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueInternational Journal of Research and Innovation in Social Science · 2023
Typearticle
Languageen
FieldDecision Sciences
TopicLeadership, Behavior, and Decision-Making Studies
Canadian institutionsnot available
Fundersnot available
KeywordsWorkloadQualitative researchQuarter (Canadian coin)PsychologySociologyPublic relationsPolitical scienceManagementSocial scienceHistory

Abstract

fetched live from OpenAlex

Not all heroes wear capes. You can see some of them in police uniforms, managing the traffic flows, maintaining peace and order, and protecting the innocent lives of everyone. However, our modern heroes also had to deal with struggles to develop stronger and better characters. This paper deals with the findings on the professional crises experienced by the Baguio City Police Officers. The study’s main objective is to explore the quarter-life crises of Police Officers in Baguio City Police Office and how it affects their work performance. This study has used a qualitative research method through an interpretative phenomenological research design. The key informants of this research were twenty (20) police officers aged 25-30 years old in Baguio City Police Station. The major instrument used for data collection was an interview guide. Using the axial coding technique, the related data revealed codes, categories, and subcategories grounded within the participants’ experiences. The findings revealed that the professional crises experienced by police officers include organizational workload, lack of work-life balance, conflict of ideas, superiority complex, police-citizen encounters, and financial problems. Moreover, the above-mentioned have led them to low morale, low self-esteem, mental strain, weakened police-community ties, career disappointment, poor work performance, and inconsistent sleeping and eating routines.

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)0.018
metaresearch head score (Gemma)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.181
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0180.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0070.017
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0020.000
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 head0.433
GPT teacher head0.574
Teacher spread0.141 · 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