Response to letter regarding “Assessing the association between preoperative neurocognitive status and IDH1 mutation status in high-grade gliomas: A deeper look into potential confounding variables.”
Bibliographic record
Abstract
Journal Article Response to letter regarding “Assessing the association between preoperative neurocognitive status and IDH1 mutation status in high-grade gliomas: A deeper look into potential confounding variables.” Get access Evangelia Liouta, Evangelia Liouta Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceAthens Microneurosurgery LaboratoryHellenic Center for Neurosurgical Research “Prof. Petros Kokkalis”, Athens, Greece Corresponding Author: Evangelia Liouta, PhD, Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, Greece, Hellenic Center for Neurosurgical Research “Prof. Petros Kokkalis,” Athens, Greece (evangelialiouta286@hotmail.com). https://orcid.org/0000-0003-2948-9631 Search for other works by this author on: Oxford Academic Google Scholar Aristotelis V Kalyvas, Aristotelis V Kalyvas Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceDivision of Neurosurgery, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, ON, Canada https://orcid.org/0000-0002-0222-488X Search for other works by this author on: Oxford Academic Google Scholar Spyridon Komaitis, Spyridon Komaitis Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceAthens Microneurosurgery Laboratory https://orcid.org/0000-0002-7250-414X Search for other works by this author on: Oxford Academic Google Scholar Evangelos Drosos, Evangelos Drosos Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceAthens Microneurosurgery Laboratory https://orcid.org/0000-0002-0456-7317 Search for other works by this author on: Oxford Academic Google Scholar Christos Koutsarnakis, Christos Koutsarnakis Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceAthens Microneurosurgery Laboratory https://orcid.org/0000-0002-1363-5385 Search for other works by this author on: Oxford Academic Google Scholar Juan M García-Gómez, Juan M García-Gómez Grupo de Informática Biomédica (IBIME), Instituto de Aplicaciones de las Tecnologías de la Información y de las Comunicaciones Avanzadas (ITACA), Universitat Politècnica de València, Valencia, Spain Search for other works by this author on: Oxford Academic Google Scholar Javier Juan-Albarracín, Javier Juan-Albarracín Grupo de Informática Biomédica (IBIME), Instituto de Aplicaciones de las Tecnologías de la Información y de las Comunicaciones Avanzadas (ITACA), Universitat Politècnica de València, Valencia, Spain Search for other works by this author on: Oxford Academic Google Scholar Vasileios Katsaros, Vasileios Katsaros Department of Radiology, General Anti-Cancer and Oncological Hospital of Athens “St. Savvas,” Athens, Greece https://orcid.org/0000-0003-3087-1475 Search for other works by this author on: Oxford Academic Google Scholar Theodosis Kalamatianos, Theodosis Kalamatianos Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceHellenic Center for Neurosurgical Research “Prof. Petros Kokkalis”, Athens, Greece https://orcid.org/0000-0003-4634-2965 Search for other works by this author on: Oxford Academic Google Scholar Theodoros Argyrakos, Theodoros Argyrakos Department of Pathology, Evangelismos Hospital, Athens, Greece Search for other works by this author on: Oxford Academic Google Scholar ... Show more George Stranjalis George Stranjalis Department of Neurosurgery, National and Kapodistrian University of Athens, Evangelismos Hospital, Athens, GreeceAthens Microneurosurgery LaboratoryHellenic Center for Neurosurgical Research “Prof. Petros Kokkalis”, Athens, Greece https://orcid.org/0000-0002-9556-0101 Search for other works by this author on: Oxford Academic Google Scholar Neuro-Oncology Practice, npad045, https://doi.org/10.1093/nop/npad045 Published: 25 August 2023
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 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 | 0.002 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".