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Record W4289547400 · doi:10.26735/978-603-8235-70-6

A Survey on the Number of Drug Addicts in the Arab Countries and the Centers of Treatment and After-Care

2021· book· en· W4289547400 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSecurity Studies · 2021
Typebook
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)AddictionSubstance abuseDescriptive statisticsMedicineDrugDrug controlPsychiatryGeographyStatisticsPharmacology

Abstract

fetched live from OpenAlex

This study aims to identify the numbers of drug users in several Arab countries during the first, second, third, and fourth quarters of 2016, 2017, and 2018, according to available official statistics, and to learn the types and quantities of drugs and psychotropic substances seized in Arab countries according to the official statistics available during the first quarter of 2019. The study also seeks to identify the number of users, distributed according to the type of substance abuse during the first quarter of 2019, according to available official statistics. It also seeks to find out the most important treatment and aftercare centers for addicts in some Arab countries. The researcher uses the descriptive-survey method for statistics of some Arab countries on drug abuse and addiction. This study describes cases of abuse and addiction between 2016 and 2019. It reaches a set of results, one of which is that the number of drug users in 2016 reached 46,942 drug users, in 2017 it reached 126,216 drug users, during 2018 it reached 111,351 users, and the number of drug users during the first quarter of 2019 was 30,897 males and 248 females. Among the recommendations the study makes are the following: To prepare periodic Arab reports on the prevalence of drug abuse within Arab countries and the exchange of data and information between those countries To improve mechanisms for obtaining information on drug abuse in the Arab countries • To strengthen cooperation between Arab countries in the field of drug control

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.094
Threshold uncertainty score0.773

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.038
GPT teacher head0.334
Teacher spread0.297 · 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