The Reversed Turing Test: Measuring Superhuman AI Performance Beyond Imitation

Developing students’ economic competence and creativity is essential to preparing them for economic challenges and changing societal demands. However, school entrepreneurship programs do not necessarily develop economic understanding and creativity equally, making evaluation of their implementation and learning outcomes necessary. This study aims to analyze the implementation, supporting and inhibiting factors, and effectiveness of an entrepreneurship-based school program in developing students’ economic competence and creativity at SMP Negeri 2 Tuhemberua. A qualitative descriptive approach was employed. Data were collected through interviews, documentation, and observations involving the school principal, supervising teacher, and five participating students. Data were analyzed through data reduction, data presentation, and conclusion drawing, with credibility examined through source and method triangulation. The findings indicate that the Cultivation and MSME Business Project supports students’ understanding of production, capital, costs, sales, and profit while encouraging product innovation, problem-solving, responsibility, and cooperation. Nevertheless, program effectiveness remains limited by insufficient time, inadequate facilities, difficulties in financial recordkeeping, and restricted marketing reach. Therefore, the program is effective as a practical learning experience but requires stronger structured reflection, financial literacy activities, and continuous evaluation to improve students’ economic competence and creativity. ABSTRAK Pengembangan kompetensi ekonomi dan kreativitas siswa penting untuk mempersiapkan mereka menghadapi tantangan ekonomi dan perubahan zaman. Namun, pelaksanaan program kewirausahaan di sekolah belum tentu menghasilkan penguasaan konsep ekonomi dan kreativitas secara seimbang sehingga perlu dievaluasi berdasarkan proses dan capaian pembelajarannya. Penelitian ini bertujuan menganalisis pelaksanaan, faktor pendukung dan penghambat, serta efektivitas program sekolah berbasis kewirausahaan dalam mengembangkan kompetensi ekonomi dan kreativitas siswa SMP Negeri 2 Tuhemberua. Penelitian menggunakan pendekatan kualitatif dengan metode deskriptif. Data dikumpulkan melalui wawancara, dokumentasi, dan pengamatan terhadap kepala sekolah, guru pembimbing, serta lima siswa peserta program. Analisis data dilakukan melalui reduksi data, penyajian data, dan penarikan kesimpulan, dengan keabsahan diperiksa melalui triangulasi sumber dan teknik. Hasil penelitian menunjukkan bahwa program Proyek Budidaya dan Usaha UMKM mendukung pemahaman siswa tentang produksi, modal, biaya, penjualan, dan keuntungan, sekaligus mendorong inovasi produk, pemecahan masalah, tanggung jawab, dan kerja sama. Efektivitas program belum optimal karena keterbatasan waktu, sarana, pencatatan keuangan, dan jangkauan pemasaran. Dengan demikian, program efektif sebagai pengalaman belajar praktis, tetapi memerlukan penguatan refleksi, literasi keuangan, dan evaluasi berkelanjutan.

ABSTRACT Introduction Anxiety is central to the psychotherapy process, yet psychotherapists routinely infer a client's anxiety intensity from observable behaviour rather than from formal measurement, with no widely accepted framework to organise which observable markers indicate which levels of anxiety. This exploratory study examined how therapists make such classifications. Method Ninety‐one mental health professionals were randomly assigned to classify 41 text‐described behavioural and physiological markers using either a 5‐level or a simplified 3‐level category system, both derived from an integrated model of state anxiety in psychotherapy. Results Response distributions departed significantly from uniformity for nearly all markers in both formats, and the rank ordering of markers by intensity was highly consistent across formats, suggesting that therapists may share broad intuitions about relative marker intensity. Which markers elicited agreement, however, was far less reproducible, depending substantially on the response format. Convergence also depended on where the agreement criterion was set, declining from 90.2% to 51.2% of markers in the 3‐level format and from 63.4% to 22.0% in the 5‐level format as the criterion rose from > 0.50 to > 0.70. The 3‐level format yielded more classifiable markers at every criterion, although this advantage was not consistent across indices, whereas the 5‐level format elicited fewer ‘Insufficient to Determine’ responses. Markers placed at the highest intensity levels were classified most consistently. Discussion These findings offer preliminary groundwork for research on marker operationalisation, contextualised rating tasks and the development of training materials for psychotherapy process research.

Student engagement positively influences academic achievement, yet instruments suited to the Indonesian cultural context remain limited. This study aimed to develop a valid, reliable, and user-friendly student engagement scale for high school students. Using a quantitative descriptive design, the study involved 295 male and female students aged 15–18 years recruited through convenience sampling. The scale comprised three dimensions: behavioral, emotional, and cognitive engagement. The results showed that the scale demonstrated a good model fit based on the goodness-of-fit indices (χ2/df = 1.60; CFI = 0.966; TLI = 0.962; SRMR = 0.074; RMSEA = 0.045) and good reliability, with Cronbach’s alpha values of 0.844 for emotional engagement, 0.753 for behavioral engagement, and 0.782 for cognitive engagement. The developed scale can be used by teachers, counselors, and educational researchers to identify students’ levels of engagement and inform the development of programs to improve student engagement.

Creativity is widely considered to be a core competency for learners and graduates in rapidly changing environments; personality research has identified two dispositions as relevant to creativity repeatedly: openness to experience (OE) and tolerance of ambiguity (TOA). This narrative review examined how OE, TOA and creativity are related (with particular attention to university undergraduates). The review clarifies the three constructs and their measures, summarizes evidence for OE–creativity, TOA–creativity and OE–TOA associations, compares theoretical accounts linking them together and proposes an integrative model in which TOA may explain how openness translates into creative thinking and achievement. Evidence for an OE–creativity link is substantial and comparatively consistent. Evidence for a TOA–creativity link is positive but less strong, relies heavily on self-report, and is concentrated in a small number of research groups. Formal tests of TOA as a mediator were not found. The review closes with methodological recommendations and a research agenda for undergraduate samples, including cross-cultural and longitudinal designs, and with implications for educators who wish to foster creativity as a student strength.

This study investigated the relationships between students’ metacognitive skills, scientific reasoning ability, learning motivation, and achievement in Physics among secondary school students in Nigeria. A correlational research design was adopted for the study. The population comprised 894 Senior Secondary School II (SS II) students offering Physics in public secondary schools in Mbaitoli Local Government Area of Imo State, Nigeria, while a sample of 312 students was selected using simple random sampling. Data were collected using four instruments: Physics Achievement Test (PAT), Metacognitive Skills Questionnaire (MSQ), Scientific Reasoning Ability Test (SRAT), and Physics Learning Motivation Questionnaire (PLMQ). The instruments were validated by experts in Physics Education and Measurement and Evaluation, while reliability coefficients ranged from 0.75 to 0.83. Data were analyzed using Pearson Product-Moment Correlation at the 0.05 level of significance. The findings revealed significant positive relationships between metacognitive skills and Physics achievement, r(310) = 0.482, p< .001; scientific reasoning ability and Physics achievement, r(310) = .526, p< .001; and learning motivation and Physics achievement, r(310) = .587, p< .001. The findings indicate that students with higher levels of metacognitive skills, scientific reasoning ability, and learning motivation tended to demonstrate higher achievement in Physics. The study concludes that these learner-related characteristics are important factors associated with students’ Physics achievement. It is recommended that Physics teachers integrate metacognitive strategies, scientific reasoning activities, and motivational approaches into classroom instruction to support students’ engagement and achievement in Physics.

این پژوهش به بررسی روابط بین مهارت‌های فراشناختی، توانایی استدلال علمی، انگیزش یادگیری و پیشرفت در فیزیک میان دانش‌آموزان دبیرستانی در نیجریه پرداخت. برای این مطالعه از طرح پژوهشی همبستگی استفاده شد. جامعه آماری شامل ۸۹۴ نفر از دانش‌آموزان پایه دهم (SS II) بود که دروس فیزیک را در مدارس دولتی ناحیه محلی Mbaitoli ایالت Imo نیجریه می‌گذراندند، در حالی که نمونه‌ای به حجم ۳۱۲ نفر با استفاده از نمونه‌گیری تصادفی ساده انتخاب شد. داده‌ها با استفاده از چهار ابزار گردآوری شدند: آزمون پیشرفت فیزیک (PAT)، پرسشنامه مهارت‌های فراشناختی (MSQ)، آزمون توانایی استدلال علمی (SRAT) و پرسشنامه انگیزش یادگیری فیزیک (PLMQ). روایی ابزارها توسط متخصصان آموزش فیزیک و سنجش و اندازه‌گیری تأیید شد و ضرایب پایایی آن‌ها بین ۰.۷۵ تا ۰.۸۳ متغیر بود. داده‌ها با استفاده از همبستگی حاصل‌ضرب-مoment پیرسون در سطح معناداری ۰.۰۵ تحلیل شدند. یافته‌ها نشان‌دهنده روابط مثبت معنادار بین مهارت‌های فراشناختی و پیشرفت فیزیک، r(310) = 0.482, p< .001؛ توانایی استدلال علمی و پیشرفت فیزیک، r(310) = .526, p< .001؛ و انگیزش یادگیری و پیشرفت فیزیک، r(310) = .587, p< .001 بود. یافته‌ها نشان می‌دهند که دانش‌آموزانی که سطوح بالاتری از مهارت‌های فراشناختی، توانایی استدلال علمی و انگیزش یادگیری دارند، تمایل به کسب پیشرفت بالاتر در فیزیک دارند. این مطالعه نتیجه می‌گیرد که این ویژگی‌های مرتبط با فراگیران، عوامل مهمی هستند که با پیشرفت فیزیک دانش‌آموزان مرتبط‌اند. توصیه می‌شود معلمان فیزیک راهبردهای فراشناختی، فعالیت‌های استدلال علمی و رویکردهای انگیزشی را در تدریس کلاسی برای حمایت از مشارکت و پیشرفت دانش‌آموزان در فیزیک ادغام کنند.