Biological activities of selected 1-Oxo-tetrahydroisoquinolinone alkaloids
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Natural products continue to represent a compelling resource for uncovering chemical scaffolds characterised by significant structural variability and diverse biological activities. These compounds possess the potential to be directly utilised or to serve as initial templates for further refinement, ultimately leading to the development of innovative pharmaceutical agents. Among natural products, isoquinoline alkaloids stand out as one of the most extensively researched groups. 1-Oxo-tetrahydroisoquinolinones (1 O-THIQ), isolated from a variety of natural sources, exhibit valuable biological properties. This review investigates the bioactivities of specific 1 O-THIQ alkaloids, which have not been reviewed to the same depth in previous studies.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it