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Record W4241121854 · doi:10.1093/aje/kww058

The Canadian Society for Epidemiology and Biostatistics 2016 National Student Conference001INVESTIGATING ECOLOGICAL DETERMINANTS OF MALARIA VECTOR DISTRIBUTION IN RURAL TANZANIA “A MULTI-SCALAR INVESTIGATION”002PREVALENCE AND RISK FACTORS OF TUBERCULOSIS INFECTION AMONG HEALTHCARE TRAINEES IN SOUTH INDIA003SPATIAL MODELLING OF LUNG AND THYROID CANCERS IN UNITED STATES COUNTIES004A MEDIATION ANALYSIS TO ASSESS THE IMPACT OF INHALED CORTICOSTEROIDS (ICSS) DURING PREGNANCY ON BIRTHWEIGHT005MODELLING HUMAN RISK OF WEST NILE VIRUS IN ONTARIO, 2002-2013: INCORPORATING SURVEILLANCE AND ENVIRONMENTAL DATA006EXPLORING THE HEALTH OUTCOMES OF VARIOUS PAN-CANADIAN CERVICAL CANCER SCREENING PROGRAMS USING MICROSIMULATION MODELING007INTEGRATIVE ANALYSIS OF MICRORNA AND GENE EXPRESSION DATA USING SPARSE CANONICAL CORRELATION ANALYSIS008CONDITIONAL DEPENDENCE MODELS UNDER COVARIATE MEASUREMENT ERROR009ASSOCIATION BETWEEN FOOD INSECURITY AND HIV VIRAL SUPPRESSION: A SYSTEMATIC REVIEW AND META-ANALYSIS010ANTIBIOTICS VERSUS APPENDECTOMY FOR UNCOMPLICATED APPENDICITIS: A GLOBAL HEALTH PERSPECTIVE

2016· review· en· W4241121854 on OpenAlexaboutno aff
E Homenauth, M Ghiasi, L Feldman, N Arrouf, S Mallya, J Lacombe, SC Pichika, K Zhao, W Aibibula, R Krishnan, D Kajeguka, R Kaaya, N Protopopoff, F Mosha, R Desrochers, A Watts, M Kulkarni, K Saravu, S Nair, C Mukhopadhyay, LS George, M Pai, H Jiang, P Brown, L Blais, G Lefebvre, M Samoilenko, A Jolly, MH Roy-Gagnon, B Sander, CL Gauvreau, S Memon, C Popadiuk, WM Flanagan, C Nadeau, A J Coldman, MC Wolfson, Andrea Miller, Elif Acar, J Cox, A‐M Hamelin, T McLinden, Marina B. Klein, P Brassard, M Chong, J Martin

Bibliographic record

VenueAmerican Journal of Epidemiology · 2016
Typereview
Languageen
FieldEnvironmental Science
TopicAgriculture, Water, and Health
Canadian institutionsnot available
Fundersnot available
KeywordsBiostatisticsTanzaniaEpidemiologyEnvironmental healthMalariaTuberculosisMedicinePublic healthVector (molecular biology)GeographyImmunologyBiologyPathologyEnvironmental planning

Abstract

fetched live from OpenAlex

The biennial CSEB National Student Conference is a Canadian conference for students by students. The hosting university changes every year, and the conference attracts highly motivated graduate students in the fields of epidemiology and biostatistics to disseminate their current research methods and findings. The conference provides a platform for professional development and an avenue to network with colleagues and more experienced researchers. This year, the conference is being held at the University of Manitoba in Winnipeg, Manitoba, and it will bring together approximately 110 graduate students and postdoctoral fellows in general and health sciences, psychology, mathematics and statistics, health geography, and other related fields of study. All abstract submissions underwent double-blind review before the conference. The abstracts published here received high scores by abstract judges. Aynslie Hinds, Kristine Kroeker, and Laetitia Guillemette, Co-Chairs CSEB 2016 National Student Conference Planning Committee

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)0.080
metaresearch head score (Gemma)0.236
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.978
Threshold uncertainty score0.753

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0800.236
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0080.006
Bibliometrics0.0130.017
Science and technology studies0.0050.005
Scholarly communication0.0170.003
Open science0.0050.007
Research integrity0.0080.013
Insufficient payload (model declined to judge)0.0780.019

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 head0.227
GPT teacher head0.398
Teacher spread0.171 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2016
Admission routes1
Has abstractyes

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Same venueAmerican Journal of EpidemiologySame topicAgriculture, Water, and HealthFrench-language works237,207