What are the latest safety guidelines for e collar training compared to positive reinforcement only methods for a stubborn German shepherd?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the latest safety guidelines for e collar training compared to positive reinforcement only methods for a stubborn German shepherd?
3 real searches · 1 real-search pass
2026 current veterinary guidance electronic collars e-collars dog training AVSAB position statement 2025 2026Google ↗
OBSERVEDOther / navigational
systematic review electronic collars dog training welfare positive reinforcement comparison study dogsGoogle ↗
OBSERVEDComparison
AVSAB humane dog training position statement aversive methods reward based officialGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 current veterinary guidance electronic collars e-collars dog training AVSAB position statement 2025 2026 Google ↗
systematic review electronic collars dog training welfare positive reinforcement comparison study dogs Google ↗
AVSAB humane dog training position statement aversive methods reward based official Google ↗
- Position Statements and Handouts (for the public) - The American Veterinary Society of Animal Behavior · avsab.org
- Standards of Practice · iaabc.org
- Position Statement on Behavior Change Procedures in Dog Training · ccpdt.org
- Efficacy of Dog Training With and Without Remote Electronic Collars vs. a Focus on Positive Reinforcement · pmc.ncbi.nlm.nih.gov
- Efficacy of Dog Training With and Without Remote Electronic Collars vs. a Focus on Positive Reinforcement · pubmed.ncbi.nlm.nih.gov
- IAABC – Find an Animal Behavior Consultant · iaabc.org
- CCPDT – Find a Certified Dog Trainer · ccpdt.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 current veterinary guidance electronic collars e-collars dog training AVSAB position statement 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
systematic review electronic collars dog training welfare positive reinforcement comparison study dogs OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AVSAB humane dog training position statement aversive methods reward based official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |