Enhancing counsellor development: A manual for planning a conference for counsellors in Canada’s North
Bibliographic record
Abstract
,Counsellors working in Canada’s North face many unique challenges such as “workload and complexity of client issues, geographical and social isolation, and high personnel and staff turnover” (O’Neill et al, 2013, p.3). This project will describe those challenges in more detail as well as strengths that are part of rural and remote communities and practice. This project will also include the rationale for bringing counsellors together for a multi-day conference. The terms counsellor, therapist and practitioner will be used interchangeably and refer to those practicing counselling therapy. A definition of counselling therapy provided by The Federation of Associations for Counselling Therapists in BC is as follows: The practice of counselling therapy assists people experiencing difficulties in relationships, or within themselves, and enhances their growth and well-being, by making use of relational, conversational, somatic, expressive, or educational methods and techniques informed by established counselling and psychotherapeutic theories, research, ethical standards, human diversity, and the range of human traditions (FACTBC, 2019, p.3). This project supplies a conference planning guide which will include information on funding sources, conference topics and themes, and a series of checklists and appendices that provide details of necessary steps for planning a conference. The theme for this conference is trauma informed care and I have incorporated five main principles (as developed by Fallot & Harris, 2006) of safety, trustworthiness, collaboration, empowerment, and choice into the overall structure and plan for the conference.
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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 | 0.017 | 0.027 |
| Meta-epidemiology (narrow) | 0.002 | 0.003 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.016 | 0.004 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.005 | 0.009 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.085 | 0.042 |
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".