Consultant-as-a-service: an interactive and context-driven approach to mobile decision support services
Bibliographic record
Abstract
Twenty four recombinant cosmids were subregionally localized by fluorescent in situ hybridization on human chromosomes. Fifteen of the clones were found to belong to only one chromosome: 13 clones located on chromosome 13, one located on chromosome 1, and one on chromosome 11. Nine cosmids were located in nuclear organizer regions. The clones gave signals from NOR regions of chromosome 13 and all other chromosomes containing the NOR region. The cosmid probes were selected from the chromosome 13 cosmid library as ones containing microsatellite repeats with motifs GACA, GACT, GATG, TCC, and CA. Each of the 9 clones located in the NOR region contains microsatellites GACA and TCC. Among the 15 clones giving unique signals, we found 9 clones with the GACT microsatellite, and three clones containing one of the microsatellites GATG, TCC, and CA. These microsatellite-containing clones can be used to make polymorphic genetic markers for fine genetic mapping of chromosome 13.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".