民國廿八年六月六日教師節溫哥華全体教員攝影紀念 [Group portrait of Vancouver teaching staff taken on Teachers' Day]
Bibliographic record
Abstract
Photograph taken on Teacher's Day; Lock Tin Lee is second from right in the back row. The photographer's watermark "Wand Photo" can be seen on the lower right corner. The words "Gift to Lock Tin Lee" and "Gift from the Vancouver Chinese Benevolent Association Department of Education" are written on the paper frame. A stamp of the Vancouver Chinese Benevolent Association can also be found on the frame. 於教師節拍攝的照片。後排右二為李樂天。照片右下角印有水印「Wand Photo 黃寶泉」。相框上寫有 「李樂天先生惠存」 和「雲埠中華會館學務部贈」的字樣, 並蓋有「加拿大溫哥華中華會館印」的印章。
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.156 | 0.025 |
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".