Bibliographic record
Abstract
Advanced Education and Research (ISSN 2816-7759) is an accreted journal recognized by miscellaneous professional bodies. It is annually published broad-spectrum, peer-reviewed scientific journal circulated electronically via the web http://www.consortiumpublisher.ca/. The subscription to Teacher Research Journal is free of charge. Articles appeared individually as be accepted and ready for circulation. Manuscripts will be published as original research papers, reviewed articles, case reports, peer reviews, and short communications. The primary criteria for acceptance and publication are scientific rigor and potential to advance the field. Manuscripts that report the results of experimental investigation with human subjects must include informed consent. Key Title: Advanced Education and Research ISSN: 2816-7759doi: http://dx.doi.org/10.21065/28167759Short Key Title: Adv Edu Res Open Journal Systems (OJS) of Public knowledge Project (PKP) Frequency: Annual Starting year: 2012 Nature: Online Language: English Open Access Compliance: Advanced Education and Research ISSN 2816-7759 is open access joural that comply with definition of Directory of Open Access Journals (DOAJ) to fulfil the requirements of open access. DOAJ is an independent database contains over 16500 peer-reviewed open access journals covering all areas of science, technology, medicine, social sciences, arts and humanities. Therefore, we grant the copyrights of scholarly published work for the usage of open license as described by Creative Commons. That allow the immediate free access to the work and permitting any user to read, download, copy, distribute, print, search, or link to the full texts of articles, crawl them for indexing, pass them as data to software, or use them for any other lawful purpose. Thus, our contents are freely available without subscription without delay. Indexing Cross Ref, Directory of Open Access Journals, Google Scholar, Hinari, IDOSI, MediaFinder, MediaFinder - 77,000+ Publications, New Jour, OCLC WorldCat, Open J-Gate, Research Gate, Scientific Commons. Scilit is the combination of “scientific” and “literature”, the database of scholarly works is developed and maintained by the open access publisher MDPI. Scilit crawlers extract the latest data from CrossRef and PubMed and make it accessible immediately. Jisc - Joint Information Systems Committee, Bristol UK Submission provide secure, cost-effective access to richest collection of digital content: giving access to the latest data and content from leading international publishers and providers. Our Ref.: IN:01058040. Ref.: IN:01058040 | https://v2.sherpa.ac.uk/id/publisher/63959 EuroPub is a comprehensive, multipurpose database covering scholarly literature, with indexed records from active, authoritative journals, and indexes articles. WorldCat is the world's largest network of library content and services, dedicated to providing access to their resources on the Web, where most people start their search for information. Index Copernicus International ul.Kasprzaka 31A/184 01-234 Warsaw +48 22 487 53 93/www.indexcopernicus.com ORCID is connecting research and researchers worldwide. It is community built organization and governed by directors and supported by dedicated staff. ORCID ID: https://orcid.org/0000-0002-3472-9292 | https://orcid.org/0000-0002-3472-9292/print Links: Website; PMS; Facebook; Linkedin; Tweet; Instagram; CYLEX Canadian Businesses Subject/ ScopeProfessional knowledge and educational competences, Professional standards, Policy and legislation teaching profession, Research into the teacher educator profession, Formal education Non formal education, Education sector, Development goals and Educational theory. Areas of InterestProfessional knowledge and educational competencesProfessional standardsPolicy and legislation teaching professionResearch into the teacher educator professionFormal EducationNon formal EducationEducation SectorDevelopment GoalsEducational Theory Benefits for AuthorsMinimum processing times from submission to publicationModern times demand that processing times are minimized so that authors are able to publish their work quickly. Consortium Publisher Open Access system enables authors to get their work published rapidly. For journals with paid access, the processing times will match STM industry standards ensuring timely publication of quality manuscripts. Online Manuscript Submission and Tracking SystemConsortium Publisher processing facilitates its authors with a state-of- the-art manuscript submission and processing system. The system provides authors, editors and publishing staff the means to conveniently go through all steps of manuscript processing online. Every step is recorded and status can be viewed on a real-time basis. The system will be monitored by trained editorial staff, who are available for user support on immediate basis. Minimum Article Processing Charges (For Open Access)Consortium Publisher offers authors the minimum rates to get their articles published online as quickly online. Authors do not have to wait in long publishing cues and get their work published in their desired timeframe. All manuscripts are expedited through a peer review procedure ensuring publication of only high quality publications. Maximum Readership EnsuredConsortium Publisher possesses a marketing team with hands on experience in promoting science publications including scholarly journals and eBooks. Building relationships with indexing and archiving websites will ensure maximum dispersion of published literature. Citations for high quality papers will be ensured through indexing by agencies like BIOSIS, Chemical Abstracts, EMBASE, MEDLINE/Index Medicus, Science Citation Index®, BIOSIS, and BIOBASE.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.066 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.005 | 0.012 |
| Scholarly communication | 0.024 | 0.014 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.190 | 0.154 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".