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Record W2030034629 · doi:10.1002/bjs.4210

Optimal preoperative assessment and surgery for rectal cancer may greatly limit the need for radiotherapy

2003· article· en· W2030034629 on OpenAlexafffund
Marko Šimunović, R. Sexton, Eddy Rempel, Brendan Moran, Richard J. Heald

Bibliographic record

VenueBritish journal of surgery · 2003
Typearticle
Languageen
FieldMedicine
TopicColorectal Cancer Surgical Treatments
Canadian institutionsMcMaster UniversityHamilton Regional Laboratory Medicine Program
FundersOntario Ministry of Health and Long-Term CareMacmillan Cancer Support
KeywordsMedicineTotal mesorectal excisionRadiation therapySurgeryColorectal cancerPreoperative careRectumCancerInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Radiation is being used increasingly in the management of patients with rectal cancer. Over the past decade the Basingstoke Colorectal Research Unit has combined precision total mesorectal excision with the highly selective use of preoperative radiotherapy. METHODS: One hundred and fifty consecutive patients who underwent major surgical excision for cancers of all stages comprised the study group. Preoperative clinical assessment was based largely on tumour size, fixation and distance from the anal verge. Only preoperative radiotherapy was considered and this only for tumours judged to be at high risk of mesorectal fascia involvement. RESULTS: During a 5-year period 35 of 150 patients were selected for preoperative irradiation. In the non-irradiated patients the local recurrence rate after a median follow-up period of 870 (range 51-1903) days was 2.6 per cent (three of 115 patients), compared with 17.1 per cent (six of 35 patients) in those chosen for irradiation. Sixty patients (52.2 per cent) who were not irradiated were node positive. The local recurrence rate for the whole group was 6.0 per cent. CONCLUSION: The great majority of patients undergoing major excision for rectal cancer can be managed without radiation therapy if the preoperative assessment of the mesorectal fascia and surgery are performed optimally.

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)0.000
metaresearch head score (Gemma)0.003
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 score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
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)0.0020.000

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 head0.062
GPT teacher head0.345
Teacher spread0.283 · 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

Citations86
Published2003
Admission routes2
Has abstractyes

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Same venueBritish journal of surgerySame topicColorectal Cancer Surgical TreatmentsFrench-language works237,207