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Record W4409953407 · doi:10.6026/973206300210679

Molecular entities for the anti-melanoma effect of Solanum nigrum

2025· article· en· W4409953407 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueBioinformation · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicTannin, Tannase and Anticancer Activities
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsSolanum nigrumTraditional medicineMelanomaMedicineInformation retrievalComputer scienceCancer research

Abstract

fetched live from OpenAlex

Prognosis for advanced and metastatic melanoma remains poor despite low incidence rate and early diagnosis. A significant number of melanoma patients use complementary and alternative medicines during their normal treatments in anticipating improving therapeutic efficacy. Solanum nigrum shows effective inhibitory activity against melanoma cells compared to Hedyotis diffusa, Scutellaria barbata, and Lobelia chinensis. Therefore, it is of interest to explore the anti-melanoma mechanism of S. nigrum. Our data show that three unique melanoma-related gene targets (CYP3A4, GBA2 and PTK6) for two unique active ingredients (diosgenin and solanocapsine) present in S. nigrum have potential role.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.133
Threshold uncertainty score0.196

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.004
GPT teacher head0.235
Teacher spread0.231 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it