MétaCan
Menu
← Back to cohort
Record W2189397287

PERFORMANCE OF REVISED NATIONAL TUBERCULOSIS CONTROL PROGRAMME IN RAJASTHAN AND TAMIL NADU DURING 2ND QUARTER 2001 TO 1ST QUARTER 2002

2003· article· en· W2189397287 on OpenAlexaboutno aff
BV Venkatachalappa, Shankar Prasad Nagaraju

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsnot available
Fundersnot available
KeywordsTuberculosisMedicineQuarter (Canadian coin)TamilTuberculosis controlGovernment (linguistics)Developing countryEnvironmental healthEconomic growthFamily medicineGeography
DOInot available

Abstract

fetched live from OpenAlex

India accounts for nearly one third of the global tuberculosis (TB) burden. Every day more than 20000 people are getting infected and out of these 5000 develop TB and more than 1000 people die of TB. More than 80% of the TB patients are in the economically productive age group of 15-54 years. National Tuberculosis Institute (NTI) formulated National Tuberculosis Control Programme in 1962 on a 50:50 sharing basis between center and state. The objectives of the programme were to reduce the morbidity & mortality to reduce disease transmission and to diagnose as many cases of TB as possible and to provide free treatment nearer to the TB patients home. However it could not make much of an impact on this disease. According to findings of programme review report - 1992 (Government of India (GOI) & World Health Organisation (WHO) the GOI evolved the revised strategy in the forms of Directly Observed Treatment Short course (DOTS) with the objective of curing at least 85% of the smear positive patients and detecting at least 70% of them. DOTS known as the Revised National Tuberculosis Control Programme (RNTCP) in India is a comprehensive strategy for TB Control. DOTS strategy has five components. It includes sustained government commitment effective laboratory based diagnosis standard treatment given under direct observation secured drug supply & systematic monitoring and evaluation. (excerpt)

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)0.003
metaresearch head score (Gemma)0.008
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.114
Threshold uncertainty score0.227

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.022
GPT teacher head0.292
Teacher spread0.270 · 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

Citations2
Published2003
Admission routes1
Has abstractyes

Explore more

Same topicTuberculosis Research and Epidemiology→French-language works237,207→