Network comparison methods detect temporal reorganization of psychophysiological integration invisible to conventional univariate analysis: Proof-of-concept using lunar-phase-timed measurements in elite athletes
Özet
Field studies using conventional univariate methods fail to detect physiological rhythms (melatonin, cortisol, sleep architecture) that are consistently documented under laboratory-controlled conditions, suggesting that temporal factors operate on systemic organization rather than isolated metrics. Network analysis quantifies conditional dependencies among variables simultaneously, enabling the detection of organizational changes independent of mean-level shifts. As an exploratory proof-of-concept, this study examines whether network comparison methods detect temporal reorganization of psychophysiological integration invisible to conventional repeated-measures analysis in elite athletes; no confirmatory causal inference is drawn. Twelve elite male athletes completed psychophysiological assessments (mood states, subjective well-being, neurocognitive performance, postural control, intermittent endurance) at three lunar phases (New Moon, First Quarter, Full Moon) in a counterbalanced design. Conventional repeated-measures ANOVA detected no temporal effects on isolated variables (all F < 2.87, p > 0.05, eta(2)p < 0.21). Network comparison revealed marked organizational differences: New Moon versus Full Moon networks exhibited distinct architecture (M = 0.31, padj = 0.008) and connectivity (S = 8.42, padj = 0.029). Centrality systematically redistributed from capacity and well-being constructs (New Moon: vigour z = 1.82) to recovery markers (Full Moon: stress z = 2.13). Twelve connections differed significantly, including enhanced stress-confusion coupling (Delta r = +0.39, p = 0.003). This proof-of-concept demonstrates that temporal measurements can exhibit systemic reorganization despite stable component means, resolving apparent contradictions between laboratory-detected physiological rhythms and field-based null findings. Temporal control measurements and multi-cycle replication are required to definitively attribute observed reorganization to lunar periodicity rather than generic temporal variation.
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Tam Kayıt
| Alan | Değer | Dil |
|---|---|---|
| dc.contributor.author | Yousfi, Narimen | |
| dc.contributor.author | Dhahbi, Wissem | |
| dc.contributor.author | Ghouili, Hatem | |
| dc.contributor.author | Mejri, Mohamed Arbi | |
| dc.contributor.author | Bessifi, Manel | |
| dc.contributor.author | Ceylan, Halil Ibrahim | |
| dc.contributor.author | Valentina, Stefanica | |
| dc.contributor.author | Ceylan, Nagihan Burcak | |
| dc.contributor.author | Chtourou, Hamdi | |
| dc.contributor.author | Dergaa, Ismail | |
| dc.contributor.author | Chamari, Karim | |
| dc.date.accessioned | 2026-10-29T17:19:28.200979073Z | |
| dc.date.available | 2026-10-29T17:19:28.200979073Z | |
| dc.date.issued | 2026-07 | |
| dc.description.abstract | Field studies using conventional univariate methods fail to detect physiological rhythms (melatonin, cortisol, sleep architecture) that are consistently documented under laboratory-controlled conditions, suggesting that temporal factors operate on systemic organization rather than isolated metrics. Network analysis quantifies conditional dependencies among variables simultaneously, enabling the detection of organizational changes independent of mean-level shifts. As an exploratory proof-of-concept, this study examines whether network comparison methods detect temporal reorganization of psychophysiological integration invisible to conventional repeated-measures analysis in elite athletes; no confirmatory causal inference is drawn. Twelve elite male athletes completed psychophysiological assessments (mood states, subjective well-being, neurocognitive performance, postural control, intermittent endurance) at three lunar phases (New Moon, First Quarter, Full Moon) in a counterbalanced design. Conventional repeated-measures ANOVA detected no temporal effects on isolated variables (all F < 2.87, p > 0.05, eta(2)p < 0.21). Network comparison revealed marked organizational differences: New Moon versus Full Moon networks exhibited distinct architecture (M = 0.31, padj = 0.008) and connectivity (S = 8.42, padj = 0.029). Centrality systematically redistributed from capacity and well-being constructs (New Moon: vigour z = 1.82) to recovery markers (Full Moon: stress z = 2.13). Twelve connections differed significantly, including enhanced stress-confusion coupling (Delta r = +0.39, p = 0.003). This proof-of-concept demonstrates that temporal measurements can exhibit systemic reorganization despite stable component means, resolving apparent contradictions between laboratory-detected physiological rhythms and field-based null findings. Temporal control measurements and multi-cycle replication are required to definitively attribute observed reorganization to lunar periodicity rather than generic temporal variation. | |
| dc.identifier.doi | 10.1080/07420528.2026.2648754 | |
| dc.identifier.eissn | 1525-6073 | |
| dc.identifier.endpage | 1114 | |
| dc.identifier.issn | 0742-0528 | |
| dc.identifier.issue | 7 | |
| dc.identifier.pmid | 41972794 | |
| dc.identifier.scopus | 2-s2.0-105035793092 | |
| dc.identifier.startpage | 1099 | |
| dc.identifier.uri | https://rdlopen.rawdatalibrary.net/r/bayburt/10762 | |
| dc.identifier.volume | 43 | |
| dc.identifier.wos | WOS:001739788300001 | |
| dc.language.iso | en | |
| dc.publisher | TAYLOR & FRANCIS INC | |
| dc.relation.ispartof | CHRONOBIOLOGY INTERNATIONAL | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | Biomarkers | |
| dc.subject | chronobiology | |
| dc.subject | Graphical Gaussian Models | |
| dc.subject | mood states | |
| dc.subject | postural balance | |
| dc.subject | sleep quality | |
| dc.subject | task performance | |
| dc.subject.classification | Biology | |
| dc.subject.classification | Physiology | |
| dc.subject.classification | Life Sciences & Biomedicine - Other Topics | |
| dc.subject.other | PERSPECTIVES | |
| dc.subject.other | RHYTHMS | |
| dc.subject.other | SLEEP | |
| dc.title | Network comparison methods detect temporal reorganization of psychophysiological integration invisible to conventional univariate analysis: Proof-of-concept using lunar-phase-timed measurements in elite athletes | |
| dc.type | Article | |
| rdl.citation.openalex | 0 | |
| rdl.citation.scopus | 0 | |
| rdl.citation.wos | 0 | |
| rdl.department | Research Unit (UR22JS01) "Sport Sciences, Health and Movement", High Institute of Sport and Physical Education of Kef, University of Jendouba, Le Kef, Tunisia | |
| rdl.department | Tunisian Research Laboratory "Sport Performance Optimisation", National Center of Medicine and Science in Sport, Tunis, Tunisia | |
| rdl.department | Qatar Police Academy, Police College, Training Department, Doha, Qatar | |
| rdl.department | High Institute of Sport and Physical Education, University of Manouba, Ksar Said, Tunisia | |
| rdl.department | Physical Education of Sports Teaching Department, Faculty of Sports Sciences, Atatürk University, Erzurum, Türkiye | |
| rdl.department | Department of Physical Education and Sport, Faculty of Sciences, Physical Education and Informatics, National University of Science and Technology Politehnica Bucharest, Pitești, Romania | |
| rdl.department | Graduate Education Institute, Bayburt University, Bayburt, Türkiye | |
| rdl.department | High Institute of Sport and Physical Education, University of Sfax, Sfax, Tunisia | |
| rdl.department | Physical Activity, Sport and Health, Tunis, National Observatory of Sport, Tunisia | |
| rdl.department | Research & Education Department, Wellness and Recovery Center Doha, Qatar | |
| rdl.oa.status | hybrid | |
| rdl.oa.url | https://www.tandfonline.com/doi/pdf/10.1080/07420528.2026.2648754?needAccess=true | |
| rdl.scopus.quartile | Q2 | |
| rdl.source.index | WOS | |
| rdl.source.index | SCOPUS | |
| rdl.source.index | PUBMED | |
| rdl.wos.index | Science Citation Index Expanded (SCI-EXPANDED) |
