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Record W4413477945 · doi:10.22175/mmb.20126

Exploring the Effects of Slaughter Weight Class on Belly Quality Attributes of Gilts and Barrows

2025· article· en· W4413477945 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMeat and Muscle Biology · 2025
Typearticle
Languageen
FieldMedicine
TopicMedical and Biological Sciences
Canadian institutionsAgriculture and Agri-Food CanadaUniversity of Guelph
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

This study examined the impact of slaughter weight class (SWC) on a comprehensive set of pork belly quality attributes for 2110 pigs (1055 barrows and 1055 gilts). Pigs were assigned to 2 live weight classes (weight 1: 114.7 kg; weight 2: 128.1 kg), and key carcass and belly traits were assessed. Weight 2 barrows had the greatest (P < .05) carcass fat percentage (34.2%) and intramuscular fat content (4.1%), while weight 1 gilts had the lowest (29.6% and 3.55%, respectively). The predicted lean meat yield was greater (P < .01) in weight 1 pigs (59.7%) and gilts (60.0%) compared with their counterparts. Belly weight was slightly but significantly higher (P < .05) in weight 2 pigs (18.8 kg) and in barrows (18.7 kg) than in weight 1 pigs (18.5 kg) and gilts (18.6 kg). Bellies from barrows showed higher fat percentage than those from gilts (P < .01). Belly length and width were greater (P < .05) in both weight 2 pigs and gilts. Fat-related components (total fat and side: fat, thickness, seam, subcutaneous) were all greater (P < .01) in weight 2 pigs and barrows. Iodine values were greater (P < .01) in weight 1 pigs and gilts, indicating softer fat. Belly bend angle, a firmness indicator, was greater (P < .01) in weight 2 pigs and barrows. These findings highlight the significant influence of SWC and sex on belly composition and firmness, warranting attention as market weights increase, particularly given the trade-offs between firmness and excessive fat deposition for premium belly markets.

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)0.000
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 score0.661
Threshold uncertainty score0.173

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.073
GPT teacher head0.308
Teacher spread0.235 · 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