cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17951706
title: EEG audio-tactile detection task under reduced alertness

description: This dataset contains raw EEG data recorded at the University of Granada (CIMCYC) between February and April 2023 during an audio–tactile detection task. The experiment was conducted with healthy easy-sleepers seated in a reclining armchair for approximately 2 hours, as part of the project “Redundancy effect of multisensory interactions under reduced alertness” (pre-registration available at: https://osf.io/mu6ne/overview).

Due to technical limitations when uploading the full EEG dataset converted to the BIDS format, the data have been divided into three compressed archives, each containing a subset of participants:





Subject_1_to_9.zip: data for participants sub-001 to sub-009




Subject_10_to_18.zip: data for participants sub-010 to sub-018




Subject_19_to_26.zip: data for participants sub-019 to sub-026



Each compressed archive follows the BIDS specification and contains raw EEG recordings, metadata, and event files corresponding to the audio–tactile detection task.

In addition to the EEG data, the dataset includes the following files:





task-AudiotactileDetectionDrowsy_events.json: Description of the event structure and event codes used in the task.




participants.tsv and participants.json: Demographic and experimental information for each participant, following the BIDS standard.




dataset_description.json: General description of the dataset in accordance with the BIDS specification.




README: Overview of the dataset structure and content.




CHANGES: Log of relevant changes and updates to the dataset.




RedundancyTask22023_3h_noise.mp3: Auditory stimulus used in the redundancy task.




BIDS_export_2.m: MATLAB script used to convert the original EEG recordings into BIDS format.




chanlocs.mat: Channel location file containing electrode position information.



 

The sorted data and MATLAB code used for EEG preprocessing, classification of alertness states, and data analysis (including ERP cluster-based permutation tests and MVPA analyses) are available on the Open Science Framework (OSF) of the project at: https://osf.io/7pt86/files/osfstorage.
DOI: 10.5281/zenodo.17951705
title: EEG audio-tactile detection task under reduced alertness

description: This dataset contains raw EEG data recorded at the University of Granada (CIMCYC) between February and April 2023 during an audio–tactile detection task. The experiment was conducted with healthy easy-sleepers seated in a reclining armchair for approximately 2 hours, as part of the project “Redundancy effect of multisensory interactions under reduced alertness” (pre-registration available at: https://osf.io/mu6ne/overview).

Due to technical limitations when uploading the full EEG dataset converted to the BIDS format, the data have been divided into three compressed archives, each containing a subset of participants:





Subject_1_to_9.zip: data for participants sub-001 to sub-009




Subject_10_to_18.zip: data for participants sub-010 to sub-018




Subject_19_to_26.zip: data for participants sub-019 to sub-026



Each compressed archive follows the BIDS specification and contains raw EEG recordings, metadata, and event files corresponding to the audio–tactile detection task.

In addition to the EEG data, the dataset includes the following files:





task-AudiotactileDetectionDrowsy_events.json: Description of the event structure and event codes used in the task.




participants.tsv and participants.json: Demographic and experimental information for each participant, following the BIDS standard.




dataset_description.json: General description of the dataset in accordance with the BIDS specification.




README: Overview of the dataset structure and content.




CHANGES: Log of relevant changes and updates to the dataset.




RedundancyTask22023_3h_noise.mp3: Auditory stimulus used in the redundancy task.




BIDS_export_2.m: MATLAB script used to convert the original EEG recordings into BIDS format.




chanlocs.mat: Channel location file containing electrode position information.



 

The sorted data and MATLAB code used for EEG preprocessing, classification of alertness states, and data analysis (including ERP cluster-based permutation tests and MVPA analyses) are available on the Open Science Framework (OSF) of the project at: https://osf.io/7pt86/files/osfstorage.
DOI: 10.5281/zenodo.18242106
title: Raw Data for Digitalization and Employee Mental Health in Indonesian SOEs. Writer: Kurniasari Novi HArdanti, Sutrisno, Erwin Saraswati, Arum Prastiwi
title: Raw Data
title: Questionnaire

description: Raw data and Questionnaire for publication with title DIGITALIZATION OF INDONESIAN SOEs AND EMPLOYEE MENTAL HEALTH: MITIGATING DIGITAL ANXIETY IN FINANCE FUNCTIONS.
DOI: 10.5281/zenodo.18161435
title: Raw Data for Digitalization and Employee Mental Health in Indonesian SOEs. Writer: Kurniasari Novi HArdanti, Sutrisno, Erwin Saraswati, Arum Prastiwi
title: Raw Data
title: Questionnaire

description: Raw data and Questionnaire for publication with title DIGITALIZATION OF INDONESIAN SOEs AND EMPLOYEE MENTAL HEALTH: MITIGATING DIGITAL ANXIETY IN FINANCE FUNCTIONS.
DOI: 10.5281/zenodo.18242157
title: ПЕДАГОГИЧЕСКИЕ УСЛОВИЯ ПОДГОТОВКИ БУДУЩИХ ПРЕПОДАВАТЕЛЕЙ ИЗОБРАЗИТЕЛЬНЫХ ИСКУССТВ К ХУДОЖЕСТВЕННОМУ АНАЛИЗУ ПРОИЗВЕДЕНИЙ ЧИНГИЗА АХМАРОВА

description: Ushbu maqolada bo‘lajak tasviriy san’at o‘qituvchilarining tasviriy san’at asarlarini badiiy tahlil qilishda Chigiz Axmarov ijodi va asrlarini tahlil qilish faoliyatiga tayyorlashning dolzarb masalalari yoritilgan.
DOI: 10.5281/zenodo.18242156
title: ПЕДАГОГИЧЕСКИЕ УСЛОВИЯ ПОДГОТОВКИ БУДУЩИХ ПРЕПОДАВАТЕЛЕЙ ИЗОБРАЗИТЕЛЬНЫХ ИСКУССТВ К ХУДОЖЕСТВЕННОМУ АНАЛИЗУ ПРОИЗВЕДЕНИЙ ЧИНГИЗА АХМАРОВА

description: Ushbu maqolada bo‘lajak tasviriy san’at o‘qituvchilarining tasviriy san’at asarlarini badiiy tahlil qilishda Chigiz Axmarov ijodi va asrlarini tahlil qilish faoliyatiga tayyorlashning dolzarb masalalari yoritilgan.
DOI: 10.48788/dvua/9hbl0k
title: Results of Experimental–Numerical Modeling of Smoke Flow under Various Temperature Conditions

description: The dataset contains the results of numerical simulation of smoke flow performed in the ANSYS software environment to study the influence of ambient temperature on the formation and spatial distribution of the smoke curtain. The simulation was performed for seven temperature regimes, ranging from –20 °C to +40 °C. For each temperature value, nine separate numerical experiments with fixed input parameters were performed. The results are presented in the form of 63 graphic files in JPG format, which reflect the spatial distribution of smoke flow in the calculation area. The data are visual in nature and are intended for qualitative and comparative analysis of the influence of temperature conditions on the effectiveness of the smoke curtain, as well as for further quantitative processing, validation of numerical models, and use in scientific and applied research.
DOI: 10.48338/vu01-p0h3yi
title: BecomingAParent_AntecedentsAndSequelaeOfANegativeChildbirthExperience_PhD_Holopainen_2024

description: This data package includes all five substudies from the following dissertation (Chapters 2-6): Holopainen, A. (2024). Becoming a parent: Antecedents and sequelae of a negative childbirth experience. [PhD-Thesis - Research and graduation internal, Vrije Universiteit Amsterdam]. https://doi.org/10.5463/thesis.706.

The associated publications (substudies) are as follows:

Chapter 2 substudy: Holopainen, A., Verhage, M. L., Schuengel, C., Garthus-Niegel, S., Horesh, D., Horsch, A., & Oosterman, M. (2024). The role of childhood trauma and attachment state of mind in mothers’ birth experiences. Attachment & human development, 26(6), 567-587. https://doi.org/10.1080/14616734.2024.2421425

Chapter 3 substudy: Holopainen, A., Stramrood, C., Van Pampus, M. G., Hollander, M., & Schuengel, C. (2020). Subsequent childbirth after previous traumatic birth experience: women's choices and evaluations. British Journal of Midwifery, 28(8), 488-496. https://doi.org/10.12968/bjom.2020.28.8.488

Chapter 4 substudy: Holopainen, A., Verhage, M. L., Schuengel, C., Tharner, A., & Oosterman, M. (2025). The role of fear of childbirth and birth experiences in observed maternal parenting behaviour. Journal of Reproductive and Infant Psychology, 1-14. https://doi.org/10.1080/02646838.2025.2512930

Chapter 5 substudy: Holopainen, A., Verhage, M. L., & Oosterman, M. (2020). Childbirth experience associated with maternal and paternal stress during the first year, but not child attachment. Frontiers in psychiatry, 11, 562394. https://doi.org/10.3389/fpsyt.2020.562394

Chapter 6 substudy: Holopainen, A., Verhage, M. L., Schuengel, C., Tharner, A., & Oosterman, M. (2025). Longitudinal Maternal Stress, Social Support, and Their Associations with Parental Burnout During the Pandemic. Parenting, 1-23. https://doi.org/10.1080/15295192.2025.2478981
DOI: 10.15468/dl.uuvdgy
title: Occurrence Download

description: A dataset containing 1095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((111.357 21.461,115.422 21.461,115.422 24.392,111.357 24.392,111.357 21.461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eutropis longicaudata"
 ]
}

 The dataset includes 1095 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008487-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18242169
title: Anoda cristata (L.) Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18242170
title: Anoda cristata (L.) Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18177613
title: Supporting data and scripts for the study "A satellite-based assessment of ERA5 soil moisture and land surface temperature interannual co-variability"

description: Supporting data and scripts for the study "A satellite-based assessment of ERA5 soil moisture and land surface temperature interannual co-variability"

https://doi.org/10.1088/1748-9326/ae3789

1. Data

1.1 ERA5.zip : ERA5 data processed from data extracted from C3S data store 10.24381/cds.adbb2d47ERA5/skt-cs : contains 1 file per month with ERA5 monthly mean diurnal cycle of skin temperature in clear sky conditions (total cloud cover < 0.3)ERA5/swvl1: contains 1 file per month with ERA5 monthly mean top layer soil moisture

1.2 C3SSSM.zip: C3S Surface soil moisture: raw data extracted from C3S data store v202312 10.24381/cds.d7782f18Contains 1 file per month with monthly mean organized in folders for data based on active, passive, combined retrievals.

1.3 LSASAF.zip: LSA SAF data data processed from:MLST: Raw data from https://datalsasaf.lsasvcs.ipma.pt/PRODUCTS/MSG/MLST/, contains 1 file per month with monthly mean diurnal cycle of LSTMTFVC: Raw data from https://datalsasaf.lsasvcs.ipma.pt/PRODUCTS/MSG/MTFVC/, contains 1 file per month with Monthly mean fraction of vegetation cover

1.4: Auxiliary datalsa_ea.nc : ERA5 land sea maskvza.nc : MSG view zenith angle

2. scripts.zipThe folder “scripts” contains several python scripts (python 3 loading general packages (numpy, xarray, matplotlib, cartopy, etc..) used for the diagnostics calculations and plots. Intermediate data is also available on the folder “results” saved as compressed numpy *npz

Disclaimer: The data and scripts are available to support reproducibility and open-research. The use of the scripts require manual editing to define/select which variables/diagnostics to compute and plot. For any question contact the corresponding author: Emanuel Dutra: emanuel.dutra@ipma.pt
DOI: 10.5281/zenodo.18177614
title: Supporting data and scripts for the study "A satellite-based assessment of ERA5 soil moisture and land surface temperature interannual co-variability"

description: Supporting data and scripts for the study "A satellite-based assessment of ERA5 soil moisture and land surface temperature interannual co-variability"

https://doi.org/10.1088/1748-9326/ae3789

1. Data

1.1 ERA5.zip : ERA5 data processed from data extracted from C3S data store 10.24381/cds.adbb2d47ERA5/skt-cs : contains 1 file per month with ERA5 monthly mean diurnal cycle of skin temperature in clear sky conditions (total cloud cover < 0.3)ERA5/swvl1: contains 1 file per month with ERA5 monthly mean top layer soil moisture

1.2 C3SSSM.zip: C3S Surface soil moisture: raw data extracted from C3S data store v202312 10.24381/cds.d7782f18Contains 1 file per month with monthly mean organized in folders for data based on active, passive, combined retrievals.

1.3 LSASAF.zip: LSA SAF data data processed from:MLST: Raw data from https://datalsasaf.lsasvcs.ipma.pt/PRODUCTS/MSG/MLST/, contains 1 file per month with monthly mean diurnal cycle of LSTMTFVC: Raw data from https://datalsasaf.lsasvcs.ipma.pt/PRODUCTS/MSG/MTFVC/, contains 1 file per month with Monthly mean fraction of vegetation cover

1.4: Auxiliary datalsa_ea.nc : ERA5 land sea maskvza.nc : MSG view zenith angle

2. scripts.zipThe folder “scripts” contains several python scripts (python 3 loading general packages (numpy, xarray, matplotlib, cartopy, etc..) used for the diagnostics calculations and plots. Intermediate data is also available on the folder “results” saved as compressed numpy *npz

Disclaimer: The data and scripts are available to support reproducibility and open-research. The use of the scripts require manual editing to define/select which variables/diagnostics to compute and plot. For any question contact the corresponding author: Emanuel Dutra: emanuel.dutra@ipma.pt
DOI: 10.15468/dl.vvmv3k
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.25.75_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008489-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhad2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"IND.11.6_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008490-260108223611665/datasets/export for details.
DOI: 10.5281/zenodo.18242175
title: O'SMIRLARDA KASB TANLASHGA MUNOSABAT TIZIMI SHAKLLANISHINING IJTIMOIY-PSIXOLOGIK XIZMAT KO'RSATISH MEXANIZMLARI

description: Mazkur maqolada o‘smirlarda kasb tanlashga munosabat tizimi shakllanishining ijtimoiy-psixologik jihatlari ilmiy asosda tahlil qilinadi. Tadqiqotda o‘smirlik davrida kasbiy yo‘nalganlikning shakllanishiga ta’sir etuvchi asosiy omillar, xususan ijtimoiy muhit, oilaviy tarbiya va ta’lim muassasalarida ko‘rsatiladigan ijtimoiy-psixologik xizmatlarning o‘rni yoritib beriladi. Empirik tadqiqot jarayonida umumta’lim maktablarining 8–10-sinf o‘quvchilari ishtirok etib, ularning kasb tanlashga bo‘lgan munosabati dastlabki va yakuniy bosqichlarda qiyosiy tahlil qilindi. Tadqiqot natijalari ijtimoiy-psixologik xizmatlar o‘smirlarning kasbiy o‘zini anglash darajasini oshirish, mustaqil va ongli kasbiy qaror qabul qilish ko‘nikmalarini rivojlantirish hamda kasb tanlashdagi noaniqlikni kamaytirishda samarali ekanligini ko‘rsatdi. Olingan xulosalar ta’lim muassasalarida kasbiy yo‘naltirishga qaratilgan ijtimoiy-psixologik xizmatlarni tizimli tashkil etish zarurligini asoslaydi.
DOI: 10.5281/zenodo.18242176
title: O'SMIRLARDA KASB TANLASHGA MUNOSABAT TIZIMI SHAKLLANISHINING IJTIMOIY-PSIXOLOGIK XIZMAT KO'RSATISH MEXANIZMLARI

description: Mazkur maqolada o‘smirlarda kasb tanlashga munosabat tizimi shakllanishining ijtimoiy-psixologik jihatlari ilmiy asosda tahlil qilinadi. Tadqiqotda o‘smirlik davrida kasbiy yo‘nalganlikning shakllanishiga ta’sir etuvchi asosiy omillar, xususan ijtimoiy muhit, oilaviy tarbiya va ta’lim muassasalarida ko‘rsatiladigan ijtimoiy-psixologik xizmatlarning o‘rni yoritib beriladi. Empirik tadqiqot jarayonida umumta’lim maktablarining 8–10-sinf o‘quvchilari ishtirok etib, ularning kasb tanlashga bo‘lgan munosabati dastlabki va yakuniy bosqichlarda qiyosiy tahlil qilindi. Tadqiqot natijalari ijtimoiy-psixologik xizmatlar o‘smirlarning kasbiy o‘zini anglash darajasini oshirish, mustaqil va ongli kasbiy qaror qabul qilish ko‘nikmalarini rivojlantirish hamda kasb tanlashdagi noaniqlikni kamaytirishda samarali ekanligini ko‘rsatdi. Olingan xulosalar ta’lim muassasalarida kasbiy yo‘naltirishga qaratilgan ijtimoiy-psixologik xizmatlarni tizimli tashkil etish zarurligini asoslaydi.
DOI: 10.15468/dl.ph83bw
title: Occurrence Download

description: A dataset containing 26627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Italy, Spain, France, Malta, San Marino, Germany, Netherlands, Belgium, Andorra, Switzerland, Denmark, Liechtenstein, Portugal)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus",
 "Year 1990-2024"
 ]
}

 The dataset includes 26627 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008491-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmsmh8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.25.76_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008493-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48544/a8e6a86a-032d-40d1-938d-5fa822a8ce91
title: Roots èn wings : de vroege fases in het opvolgingsproces
DOI: 10.5281/zenodo.18020288
title: Adaptive Isolation Gateway Pattern: Breaking the Isolation-Independence Trade-off in Microservices Architecture

description: Microservices architecture faces fundamental modifiability challenges due to trade-offs between change isolation and service independence. Existing patterns optimize only one dimension: API Gateway achieves high independence but poor isolation, while Anti-Corruption Layer (ACL) provides strong isolation with minimal independence gain. This imbalance constrains architectural design flexibility. This paper introduces the Adaptive Isolation Gateway (AIG), a hybrid pattern integrating intelligent routing and selective isolation to resolve the isolation-independence trade-off. Through controlled quasi-experimentation on 15 real-world applications containing 110 microservices total, AIG is evaluated using UML-based dependency analysis across standardized change scenarios. Results demonstrate balanced architectural improvements: 18.7% reduction in Change Impact Factor (CIF) and 12.2% enhancement in Service Independence Metric (SIM), both with large effect sizes and high statistical significance. Moderated analysis reveals context-dependent effectiveness: highly coupled services show 2.4 times greater benefits, while core business services demonstrate 74% higher effectiveness than infrastructure services. These empirically derived thresholds enable evidence-based pattern selection grounded in quantifiable system characteristics. The research provides four contributions: empirically validated hybrid pattern with two implementation variants, architectural-level effectiveness evidence with rigorous statistical validation, quantitative decision criteria for pattern selection, and theoretical framework for hybrid pattern composition. The findings deliver practitioner-actionable guidance while explicitly acknowledging scope limitations requiring complementary runtime validation studies.
DOI: 10.5281/zenodo.18020289
title: Adaptive Isolation Gateway Pattern: Breaking the Isolation-Independence Trade-off in Microservices Architecture

description: Microservices architecture faces fundamental modifiability challenges due to trade-offs between change isolation and service independence. Existing patterns optimize only one dimension: API Gateway achieves high independence but poor isolation, while Anti-Corruption Layer (ACL) provides strong isolation with minimal independence gain. This imbalance constrains architectural design flexibility. This paper introduces the Adaptive Isolation Gateway (AIG), a hybrid pattern integrating intelligent routing and selective isolation to resolve the isolation-independence trade-off. Through controlled quasi-experimentation on 15 real-world applications containing 110 microservices total, AIG is evaluated using UML-based dependency analysis across standardized change scenarios. Results demonstrate balanced architectural improvements: 18.7% reduction in Change Impact Factor (CIF) and 12.2% enhancement in Service Independence Metric (SIM), both with large effect sizes and high statistical significance. Moderated analysis reveals context-dependent effectiveness: highly coupled services show 2.4 times greater benefits, while core business services demonstrate 74% higher effectiveness than infrastructure services. These empirically derived thresholds enable evidence-based pattern selection grounded in quantifiable system characteristics. The research provides four contributions: empirically validated hybrid pattern with two implementation variants, architectural-level effectiveness evidence with rigorous statistical validation, quantitative decision criteria for pattern selection, and theoretical framework for hybrid pattern composition. The findings deliver practitioner-actionable guidance while explicitly acknowledging scope limitations requiring complementary runtime validation studies.