Authors ' Notes This research was funded by the Inner City Initiative Branch of Manitoba Education and
Bibliographic record
Abstract
Training. The opinions expressed in this paper are not necessarily those of the funder. Since poor role definition may create problems such as poor communication, service overlap/duplication, improper evaluation, diffuse goals and vague job descriptions, the present study investigated teacher expectations and actual role activities of five half-time elementary counsellors. Daily activity logs, kept for three weeks at three different times of the school year, and a survey completed by 141 teachers, were utilized in the data collection process. The findings were: (1) individual counselling and consulting with teachers accounted for the majority of counsellor time; (2) family problems other than divorce was the topic dealt with most frequently; (3) counsellors used their time differen-tly in October than in May; (4) teachers disliked the half-time program; and (5) though inserviced, teachers were unclear on counsellor role. Résumé Un rôle mal défini peut causer des ennuis comme de mauvaises communications, des services doublés, une évaluation inadéquate, des buts diffus, et des descriptions d'emploi vagues. En vue de ces problèmes, l'étude en question a examiné les attentes de l'ensei-gnant et les activités actuelles de cinq conseillers à temps partiel dans des écoles élémen-taires. Des carnets journaliers et des sondages d'enseignants furent utilisés pour recueillir les données. Les découvertes furent: ( 1) le counselling individuel en consultation avec les enseignants occupait la majorité du temps d'un conseiller (2) le sujet des problèmes familiaux autre que le divorce était abordé le plus fréquemment (3) les enseignants détestaient le programme à temps partiel et (4) malgré les journées pédagogiques les enseignants demeuraient incertains du rôle du conseiller. The realization of the need for supportive services within elementary schools has led to a rapid increase in the number of counselling person-
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.372 | 0.096 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".