Retraction notice to “Titanium and titanium alloys in dentistry: Current trends, recent developments, and future prospects” [Heliyon 8 (2022) e11300]”
Post-publication record
OpenAlex flags this work as retracted, but it carries no matching Retraction Watch record in this frame.
Bibliographic record
Abstract
This article has been retracted: please see Elsevier Policy on Article Withdrawal (https://www.elsevier.com/locate/withdrawalpolicy). This article has been retracted at the request of the Editor-in-Chief. The journal was alerted to a related PubPeer post where the commenter raised concerns about several phrases that make some passages difficult to parse, as detailed here: PubPeer - Titanium and titanium alloys in dentistry: current trends, r …. The journal asked the authors to explain these concerns, as well as raw data and evidence that the author felt would be useful. The authors replied, but this did not satisfy the Editor-in-Chief. After careful evaluation of the article and the authors' explanation, more examples of tortured phrases throughout the manuscript became apparent and the Editor-in-Chief lost confidence in the article and decided to retract it. The journal would like to apologize for any inconvenience caused. RETRACTED: Titanium and titanium alloys in dentistry: Current trends, recent developments, and future prospectsHoque et al.HeliyonOctober 27, 2022In BriefThis article has been retracted: please see Elsevier Policy on Article Withdrawal ( https://www.elsevier.com/locate/withdrawalpolicy ). This article has been retracted at the request of the Editor-in-Chief. The journal was alerted to a related PubPeer post where the commenter raised concerns about several phrases that make some passages difficult to parse, as detailed here: PubPeer - Titanium and titanium alloys in dentistry: current trends, r…. The journal asked the authors to explain these concerns, as well as raw data and evidence that the author felt would be useful. Full-Text PDF Open Access
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.044 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.206 | 0.129 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".