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Record W2995861282 · doi:10.13128/substantia-744

Shaping the Periodic Classification in Portugal through (text)books and charts

2019· article· en· W2995861282 on OpenAlexaboutno aff
Isabel Malaquias, João A.B.P. Oliveira

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2019
Typearticle
Languageen
FieldChemistry
TopicHistory and advancements in chemistry
Canadian institutionsnot available
FundersFundação para a Ciência e a TecnologiaMinistério da Ciência, Tecnologia e Ensino Superior
KeywordsContext (archaeology)PortugueseIdentification (biology)Quarter (Canadian coin)Periodic systemHistorySecondary educationMathematics educationLibrary scienceComputer scienceLinguisticsPsychologyMathematicsPhilosophy

Abstract

fetched live from OpenAlex

In the current paper, we present an investigation carried out to map the reception and use of Mendeleev’s periodic classification in the Portuguese education system, from 1850 to 1975 while being confronted with other classifications. We present protagonists and documents to demonstrate the attention that the topic received. The research involved the identification of textbooks, programs and graphic presentations used in higher and secondary education levels within this time frame. During the 1880s, Mendeleev’s classification appears in higher-level (text)books and programs. Secondary school textbooks however remained faithful to earlier classifications for some more decades, with the exception of the first occurrence found in a textbook for advanced high school in 1906. It does not seem that the periodic system was integrated in the official secondary programs before 1938. The oldest use of periodic charts seems to be from after 1891 at the University of Coimbra, the oldest surviving one dating back to the second quarter of the twentieth century. The periodic table wall charts seem to have entered the secondary classroom in Portugal by the 1960s. This survey of the use of the Periodic System in Portugal demonstrates how the different context of reception have shaped its introduction in the educational system of what we now regard as the indispensable tool for chemistry. While there was relatively little scientific debate on the periodic law and system, as far as it was found, Mendeleev’s classification was appropriated at different speed and stages through textbooks and charts, responding to different pedagogical needs and usage.

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)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0050.006
Science and technology studies0.0030.006
Scholarly communication0.0060.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.285
GPT teacher head0.520
Teacher spread0.235 · 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 designQualitative
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

Citations0
Published2019
Admission routes1
Has abstractyes

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