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Record W2785697522 · doi:10.5539/jfr.v7n2p77

Study on Consumers’ Behavior on Buffen (Buffalo meat): Marketing Perspective

2018· article· en· W2785697522 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

VenueJournal of Food Research · 2018
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLivestock Farming and Management
Canadian institutionsnot available
Fundersnot available
KeywordsHectareAgricultureAgricultural scienceGeographySimple random sampleSocioeconomicsDemographyPopulationBiologyEconomicsSociology

Abstract

fetched live from OpenAlex

The study was undertaken to examine the socioeconomic profile of buffalo farmers and to assess the marketing and consumers preference on buffen (buffalo meat) in the selected areas. Twelve districts namely: Mymensingh, Jamalpur, Moulovibazar, Bhola, Bagerhat, Feni, Potuakhali, Noakhali, Laxmipur, Chittagong, Tangail and Sirajgong were selected purposively. A total of 1400 buffalo farmers were interviewed following simple random sampling technique. Data were collected during June 2011 to April 2016 and analyzed data using SPSS software. Study revealed that the highest per cent of farmers were in age group 31-45 years indicating that farmers were mature enough to give more labour to their farming activities. On average, 88 per cent buffalo farmers were engaged purely in agriculture followed by business and service as primary occupation. The highest numbers of farmers were illiterate followed by primary education, SSC, HSC and Degree. About 49 per cent buffalo farmers had above 15 years of farming experience of rearing buffalo. Average farm size was estimated 0.95 hectare indicating small and medium category farm and average family size was calculated 6 persons per family which is higher than national average 4.9. Dependency ratio was also estimated to 0.94. The study showed that buffen contributes 7.16 per cent of total red meat production and 6.19 per cent of total meat production in Bangladesh and about 50 percent farmers reported that they did fattening before selling of buffalo. About 48 per cent consumers reported that they prefer buffen most among different kinds of meats. In view point of butcher, about 46 percent consumer preferred buffen than beef.

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 score0.715
Threshold uncertainty score0.323

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 communication0.0000.000
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 head0.183
GPT teacher head0.398
Teacher spread0.215 · 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