Handbook of Counseling and Psychotherapy in an International Context
Bibliographic record
Abstract
Part 1: Counseling and Psychotherapy in Africa Amer, Counseling and Psychotherapy in Egypt: Ambiguous Identity of a Regional Leader. Kpanake, Ndove, Counseling and Psychotherapy in Francophone West Africa: Creating a Future Vision. Mogaji, Bojuwoye, Counseling and Psychotherapy in Nigeria: Horizons for the Future. Kadri, Bennani, Counseling and Psychotherapy in Morocco: Renewal of an Ancient Tradition. Cooper, Nicholas, Counseling and Psychotherapy in South Africa: Responding to Post-Apartheid Counseling Needs. Mwiti, James, Counseling and Psychotherapy in Sub-Saharan Africa: Brewed in an African Pot with Western Seasoning. Part 2: Counseling and Psychotherapy in the Americas Muller, Palavezzatti, Counseling and Psychotherapy in Argentina: A Tango from Psychoanalysis to Integrative Psychotherapies. Hutz, Gomes, Counseling and Psychotherapy in Brazil: From Private Practice to Community Services. Domene, Bedi, Counseling and Psychotherapy in Canada: Diversity and Growth. Hutchinson, Sutherland, Counseling and Psychotherapy in the (English speaking) Caribbean: Fidelity, Fit, or a Cause for Concern? Guillard, Umana, Counseling and Psychotherapy in Cuba: Interdisciplinarity and Community Driven Research and Education. Sosa, Riveros, Counseling and Psychotherapy in Mexico: Towards a Latin American Perspective. Roysircar, Hodges, Counseling and Psychotherapy in the United States: Multicultural Competence, Evidence-Based, and Measurable Outcomes. Part 3: Counseling and Psychotherapy in Asia Brown, Counseling and Psychotherapy in Australia: Championing the Egalitarian Society? Chang, Yuping, Qijia, Wang, Mingyi, Counseling and Psychotherapy in China: Building Capacity to Serve 1.3 Billion. George, Pothan, Counseling and Psychotherapy in India: Professionalism amidst Changing Times. Iwakabe, Enns, Counseling and Psychotherapy in Japan: Integrating Japanese Traditions and Contemporary Values. Ng, Counseling and Psychotherapy in Malaysia: Joy and Pain of (Continuous) Pioneering Work. Yusuf, Sarfaz, Askari, Counseling and Psychotherapy in Pakistan: Colonial Legacies and Islamic Influences. Melgar, Counseling and Psychotherapy in the Philippines: A Discipline in Transition. Joo, Counseling and Psychotherapy in South Korea: Flourishing in a Dynamic Era. Part 4: Counseling and Psychotherapy in Europe Broeck, Stinckens, Lietar, Counseling and Psychotherapy in Belgium: Towards an Accessible and Evidence-Based Mental Health Care. Hansen, Dixon, Counseling and Psychotherapy in Denmark: Counseling the 'Happiest People on Earth.' Cohen-Scali, Pouyaud, Baudouin, Vignoli, Counseling and Psychotherapy in France: An Evolving Heterogeneous Field. Warschburger, Counseling and Psychotherapy in Germany: Common Past but Different Present? Gemignani, Giliberto, Counseling and Psychotherapy in Italy: Historical, Cultural and Indigenous Perspectives. Hutschemaekers, van Dijk, Psychotherapy and Clinical Psychology in the Netherlands: Settlement of Five Distinctive Psy Professions. Garcia-Vera, Sanz, Prieto, Psychotherapy in Spain: Vicissitudes of Clinical Psychology. Kholmogorova, Garanian, Krasnov, Counseling and Psychotherapy in Russia: Reunion with the International Science Community. Loewenthal, Counseling and Psychotherapy in the United Kingdom: Future of Talking Therapies. Part 5: Counseling and Psychotherapy in the Middle East Birashk, Counseling and Psychotherapy in Iran: Flourishing Perspectives. Jacoby, Counseling and Psychotherapy in Israel: Milestones, Disputes and Challenges. Khoury, Tabbarah, Counseling and Psychotherapy in Lebanon: Towards a Framework of Lebanese Psychology. Nashashibi, Srour, A., Srour, R., Counseling and Psychotherapy in Palestine: Between Occupation and Cultural Colonialism. Poyrazli, Dogan, Eskin, Counseling and Psychotherapy in Turkey: Western Theories and Culturally-Inclusive Methods. Part 6: Conclusion Draguns, Counseling and Psychotherapy around the World: Current State and Future Prospects.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.029 | 0.013 |
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".