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Record W4309015243 · doi:10.1093/neuonc/noac209.910

QLTI-08. SURVEY OF CANADIAN NEURO-ONCOLOGY CLINICIANS ABOUT THE TREATMENT OF ADULT MEDULLOBLASTOMA

2022· article· en· W4309015243 on OpenAlexaffabout
Seth Climans, Chantel Cacciotti, Mary Jane Lim-Fat

Bibliographic record

VenueNeuro-Oncology · 2022
Typearticle
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsHealth Sciences CentreUniversity of TorontoSunnybrook Health Science CentreWestern University
Fundersnot available
KeywordsLomustineMedicineMedulloblastomaVincristineRegimenPopulationOncologyChemotherapyInternal medicineChemotherapy regimenCarboplatinCyclophosphamideCisplatinPathology

Abstract

fetched live from OpenAlex

Abstract BACKGROUND Given the rarity of medulloblastoma in adults (fewer than 50 incident cases annually across Canada), the optimal chemotherapy strategy in this population is unknown. The management of adult medulloblastomas is thought to vary from institution to institution. Guidelines often omit suggestions for specific chemotherapy regimens, reflecting the lack of high quality evidence in this population. We sought to understand Canadian adult medulloblastoma practice patterns, hoping to inform future quality metrics and guidelines. METHODS In March 2022 a 30-question survey was sent out to 71 adult neuro-oncology clinicians on the Canadian Adolescent and Young Adult national rounds mailing list. Snowball sampling was permitted. RESULTS There were 25 responses (up to 35% response rate). Radiation oncologists (11), neuro-oncologists (8), medical oncologists (4), and neurosurgeons (2) responded from 6/10 Canadian provinces. They each treated on average 1.6 medulloblastoma patients per year. Most (61% of respondents) said that medulloblastoma molecular subgrouping was always done at their centre. Half (50%) indicated that cerebrospinal fluid testing was always done at diagnosis. The most common (64%) radiation regimen was 36 Gy (in 20 fractions) craniospinal irradiation + 18 Gy (in 10 fractions) boost. Concomitant chemotherapy was rarely given (75% of respondents included chemotherapy less than half of the time). Adjuvant chemotherapy was frequently administered (79% of respondents give it more than half of the time). The most common adjuvant chemotherapy was Cisplatin/Lomustine/Vincristine (57%), but other regimens included Cisplatin/Lomustine/Vincristine alternating with Cyclophosphamide/Vincristine (21%), Cisplatin/Cyclophosphamide/Vincristine (14%), and carboplatin-based regimens (14%). Respondents noted challenges prescribing chemotherapy in this population: drug toxicities, limited resources, and clinical uncertainty. There was support for standard of care adult medulloblastoma guidelines in 92% of respondents. CONCLUSIONS There is significant practice variation among Canadian neuro-oncology centres treating adult medulloblastoma. This variation can serve as an opportunity for quality improvement and clinical research.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.964
Threshold uncertainty score0.183

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.045
GPT teacher head0.325
Teacher spread0.280 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2022
Admission routes2
Has abstractyes

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