MétaCan
Menu
← Back to cohort
Record W7078170925 · doi:10.5281/zenodo.16963129

OILA VA MAKTAB KUTUBXONALARI HAMKORLIGINING ZAMONAVIY TENDENSIYALARI

2025· article· uz· W7078170925 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageuz
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsKey (lock)Social needsSocial changeDigital librarySocial impact

Abstract

fetched live from OpenAlex

Annotatsiya. Ushbu maqolada oila va maktab kutubxonalari hamkorligining zamonaviy tendensiyalari, rivojlangan mamlakatlar tajribasi va statistik ma’lumotlar asosida tahlil qilinadi. Maqolada raqamli kutubxonalar, ota-onalarni jalb qilish dasturlari, ijtimoiy tadbirlar va innovatsion loyihalar kabi dolzarb mavzular yoritilgan. AQSH, Finlandiya, Singapur, Buyuk Britaniya va Kanada kabi mamlakatlarning muvaffaqiyatli amaliyotlari taqdim etilgan. Tadqiqotlar shuni kо‘rsatadiki, oila va maktab kutubxonalari hamkorligi bolalarning о‘qishga qiziqishini oshirish, ularning bilim darajasini yaxshilash va oila a’zolarini ta’lim jarayoniga faol jalb qilish imkoniyatini beradi. Maqola zamonaviy ta’lim tizimida kutubxonalarning о‘rni va ularning rivojlanish istiqbollarini kо‘rsatib beradi. Kalit sо‘zlar: Oila va maktab kutubxonalari hamkorligi, raqamli kutubxonalar, ota-onalarni jalb qilish dasturlari, innovatsion loyihalar, elektron kitoblar va audiokitoblar, ijtimoiy tadbirlar, rivojlangan mamlakatlar tajribasi, о‘qish qiziqishini oshirish, bolalarning bilim darajasi, ta’lim jarayonida oila ishtiroki Abstract. This article analyzes modern trends in family and school library cooperation, based on the experience of developed countries and statistical data. The article covers such topical issues as digital libraries, parental involvement programs, social activities and innovative projects. Successful practices from countries such as the USA, Finland, Singapore, Great Britain and Canada are presented. Studies show that family and school library cooperation allows you to increase children's interest in reading, improve their level of knowledge and actively involve family members in the educational process. The article shows the role of libraries in the modern education system and their development prospects. Key words: Family and school library cooperation, digital libraries, parental involvement programs, innovative projects, e-books and audiobooks, social activities, experience of developed countries, increasing interest in reading, level of knowledge of children, family participation in the educational process

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)0.010
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.089
Threshold uncertainty score0.297

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0020.002
Scholarly communication0.0040.004
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0890.028

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 head0.029
GPT teacher head0.244
Teacher spread0.215 · 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
GenreOther

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)→Same topicGeochemistry and Geologic Mapping→French-language works237,207→