construct.safety_climate predicts construct.occupational_injuries
normal · informative · 3 studies · N = 19,395
Distribution
Intervals
- Confidence interval (95%) — uncertainty about the mean ρ
- [-0.25, -0.23]
- Credibility interval (95%) — distribution of the true effect across settings (the Bayesian prior)
- [-0.24, -0.24]
- I² (heterogeneity) — share of total variance from between-study differences
- 0% — studies largely agree
The true effect is ~constant across settings — it generalizes.
SD_ρ≈0 — true effect is ~constant across settings; generalizes (observed-score scale until artifact correction, PRN-058)
Evidence provenance
published ρ=-0.24 (k=3, replication: meta-analytic); no primary-deployment evidence yet
| Source | ρ (r) | Scope |
|---|---|---|
| Published literature | -0.24 | k = 3 · N = 19,395 |
- replication: meta-analytic
No primary-deployment evidence yet — this prior rests on published literature alone. As anonymized, aggregated effect sizes from real deployments are contributed, they appear here as a distinct, publication-bias-free source, fused with the literature into a posterior estimate.
Code
Drop this prior straight into your model. Snippets generated from the synthesized distribution + parameters.
target += normal_lpdf(beta | -0.24489, 0.00716814);beta = pm.Normal("beta", mu=-0.24489, sigma=0.00716814)brms::prior(normal(-0.24489, 0.00716814), class = "b")# base R sample
rnorm(N, mean = -0.24489, sd = 0.00716814)np.random.normal(loc=-0.24489, scale=0.00716814, size=N)Parameters
| Family | Parameters |
|---|---|
| normal | I2 = 0.000, mu = -0.2449, sigma = 0.007168, r_mean = -0.2401, k_studies = 3.000, tau_squared = 0.000, fisher_z_bias = -0.00005459, r_mean_bare_bones = -0.2401 |
Synthesis
- Method
- random_effects_meta
- Informativeness
- informative
- Replication status
- meta-analytic
- k_studies
- 3
- n_total
- 19,395
- Last updated
- 2026-07-16T01:08:22.280Z
Quality distribution
| Grade | Count |
|---|---|
| A | 2 |
| B | 1 |
| C | 0 |
| D | 0 |
Source articles
The research this prior is synthesized from — each is a full dossier (findings, the models it informs, and what the literature says).
Safety climate and injuries: An examination of theoretical and empirical relationships.
Safety climate dimensions and their relationship to construction safety performance: A meta-analytic review
Contributing effect sizes
Effect-size detail pages land with a later sub-ticket; for now, ids link to the filtered list. Browse all rows via /registry/effects.