MétaCan
Menu
Back to cohort
Record W2979981099 · doi:10.3126/paj.v1i1.25897

Knowledge and Practice of Road Safety Rules and Regulations among Secondary School Students

2018· article· en· W2979981099 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

VenuePrithvi Academic Journal · 2018
Typearticle
Languageen
FieldComputer Science
TopicArtificial Intelligence and Decision Support Systems
Canadian institutionsnot available
Fundersnot available
KeywordsDescriptive statisticsLicensePedestrianQuarter (Canadian coin)PsychologyTransport engineeringApplied psychologyEngineeringMedical educationComputer scienceMedicineGeographyStatisticsMathematics

Abstract

fetched live from OpenAlex

Road traffic accidents are increasing in alarming ways. During adolescence period driving for curiosity, careless driving, and peer pressure are most common resulting high road traffic accidents. The main objective of the study was to explore the knowledge and practice of road safety rules and regulations. A descriptive cross sectional study design was used to conduct the study. Non-probability quota sampling technique was used to select 240 respondents from 800 students of class 11 and 12 from Pokhara Secondary School. Self-administered questionnaire was used to collect the information from respondents. The obtained data was entered on SPSS 16 version program and analyzed and interpreted by using descriptive statistics and inferential statistics. The findings revealed that more than half (59.2%) of the respondents had moderately adequate knowledge. Nearly three-forth (70.4%) of the respondents had average practice as a pedestrian and 75.7 percent of the respondents as a driver had average practice. Only 7.5 percent of the respondents were exposed to road traffic accident and high speed was the main cause of accident. More than three quarter (75.7%) had always driven vehicles without license. There was significant association (p=0.034) between the faculty of respondents (science and management) and level of knowledge of respondents on road safety rules and regulations. The study concluded that there was moderate level of knowledge and average level of practice of both drivers and pedestrians on road safety rules and regulations among secondary school students. It therefore suggests awareness programs on road safety rules and regulations are significant or school students to promote safety.

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)0.003
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.690
Threshold uncertainty score0.397

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.001
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 head0.047
GPT teacher head0.385
Teacher spread0.338 · 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