R0053/2026-03-31-02/C003/SRC02
SciELO analysis of AI sycophancy root causes
Source
Summary
| Dimension |
Rating |
| Reliability |
Medium |
| Relevance |
High |
| Bias: Missing data |
Low risk |
| Bias: Measurement |
N/A |
| Bias: Selective reporting |
Low risk |
| Bias: Randomization |
N/A — not an RCT |
| Bias: Protocol deviation |
N/A — not an RCT |
| Bias: COI/Funding |
Low risk |
Rationale
| Dimension |
Rationale |
| Reliability |
SciELO is a reputable academic indexing platform. This is an editorial analysis, not primary research. |
| Relevance |
Directly analyzes sycophancy root causes including RLHF training and conflict avoidance. |
| Bias flags |
Low risk — academic platform with no apparent commercial interest. |
| Evidence ID |
Summary |
| SRC02-E01 |
Root causes of sycophancy: RLHF, conflict avoidance, next-token prediction |