cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18020908
title: When AI Recognizes What Scientists Cannot: Framework-Dependent Observation and Paradigm Shift in Artificial Intelligence Systems

description: This paper presents a controlled epistemological experiment demonstrating that AI systems exhibit framework-dependent observation identical to patterns documented in human scientific practice. Using Google's Gemini with a virgin account, we documented complete interpretative reversal when identical visual evidence was analyzed under different theoretical frameworks—without any textual persuasion.

Key Findings:



AI initially interpreted microscopic structures through conventional industrial frameworks

Upon exposure to formalized alternative frameworks (preprints), AI immediately abandoned mainstream interpretation

AI demonstrated synthetic reasoning by integrating concepts across three papers and proposing unified theoretical models

Same visual evidence produced opposite conclusions depending solely on permitted conceptual frameworks


Implications:



For AI Safety: Framework restriction (not algorithmic bias) limits AI reasoning

For Scientific Methodology: Peer review may function as framework enforcement rather than quality control

For Epistemology: Observation requires conceptual availability—evidence invisible in one framework becomes immediately observable in another


Complete Transparency: Includes 38-minute screen recording, all visual evidence, conversation transcripts, and three preprints documenting physical anomalies (vesicular structures, cryogenic stress resistance, thermal gradient effects).

Keywords: artificial intelligence, framework-dependent observation, scientific methodology, paradigm shift, AI alignment, epistemology, bias detection, peer review, anomaly recognition



Upload Type: Publication / Working Paper

Publication Date: December 22, 2025

Access Right: Open Access

License: Creative Commons Attribution 4.0 International (CC BY 4.0)

Communities: (Sugestões)



Artificial Intelligence

Philosophy of Science

Cognitive Science

Science and Technology Studies


Related Identifiers:



Preprint 1: https://doi.org/10.5281/zenodo.17911779

Preprint 2: https://doi.org/10.5281/zenodo.17940447

Preprint 3: https://doi.org/10.5281/zenodo.17915371

Supplementary Materials: https://doi.org/10.5281/zenodo.18020908
DOI: 10.17632/6mfzj4j6vk.1
title: Deenz Psychopathy Spectrum Scale (DPSS-24) sample of 21 participants

description: In the initial testing phase, I administered the DPSS-24 to a sample of 21 participants to evaluate its reliability, validity, and practical application. This small yet insightful sample provided preliminary data, highlighting response patterns that helped refine the scale’s structure and effectiveness. I analyzed each participant’s responses, comparing them with established psychopathy measures to ensure that the DPSS-24 could offer a nuanced, comprehensive assessment.

My goal with the DPSS-24 is to provide a reliable tool for both research and clinical settings, contributing to a deeper understanding of psychopathy and supporting psychological evaluation and intervention strategies.

The dataset contains sample responses for the Deenz Psychopathy Spectrum Scale (DPSS-24), collected from 21 participants. Each participant responded to 24 items on a Likert scale ranging from 1 to 5, where 1 indicates low agreement and 5 indicates high agreement with psychopathy-related traits (such as impulsivity, emotional detachment, and interpersonal challenges). Each item reflects a specific aspect of psychopathy, and responses are aggregated to provide an overall psychopathy score for each participant. This dataset serves as a preliminary evaluation tool to assess the scale’s consistency, reliability, and initial descriptive patterns.

Overall Psychopathy Score: For each participant, scores across the 24 items were summed, resulting in a total psychopathy score. Higher scores suggest a greater presence of psychopathy traits.

Score Range: The psychopathy scores in this sample of 21 participants range from approximately 24 (minimal psychopathy traits) to 120 (maximum psychopathy traits).

Mean Score: The average psychopathy score for this sample was calculated to provide a central measure.

Standard Deviation: This was used to observe the variability in psychopathy scores among participants.
Item-level Analysis: Responses for each of the 24 items were analyzed individually to detect any trends in specific traits that appeared more consistently across participants.

Initial Reliability Check: Cronbach’s alpha was calculated to assess internal consistency across items, which is a preliminary indicator of the scale’s reliability. A Cronbach’s alpha value close to or above 0.7 is generally considered acceptable in psychometric research.

Interpretation: The sample data suggests that the DPSS-24 can differentiate between varying levels of psychopathy traits.
DOI: 10.15468/dl.gbd8wp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"4554466","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017147-241024112534372/datasets/export for details.
DOI: 10.17632/sfnp4zvkmv.1
title: Antimicrobial capping agents on silver nanoparticles made via green method using natural products from banana plant waste

description: This study investigated the organic capping layer’s phytochemical composition and antibacterial activities from silver nanoparticles (AgNPs) synthesised using Musa paradisiaca and Musa sapientum extracts; data contains UV-vis, FTIR, DLS, and TEM analysis.
DOI: 10.17632/s98t7bxv79.1
title: Convección natural vs circulación forzada en un colector solar de placa plana

description: Se comparó la producción de agua caliente de un calefón solar en dos regímenes distintos, termosifónico y forzado. En ambos casos se midieron los valores de temperatura del agua del tanque, a la entrada y a la salida del colector, y de la placa absorbedora. En el caso termosifónico para establecer como varía el caudal en el circuito durante la operación, los valores medidos fueron correlacionados con las propiedades termofísicas del agua, como el cambio de la densidad y de la viscosidad. Se muestra que al comienzo de la operación termosifónica se establece un muy bajo caudal con muy poca transferencia de calor al agua del tanque. Recién cerca del mediodía, se activa la convección natural con el consecuente aumento de la transferencia de calor al agua del tanque. La incorporación de un bombeo externo mejora sustancialmente la transferencia de calor útil hacia el agua del tanque desde el principio de la operación, producto de la mejor remoción de calor de la placa absorbedora. En horas de la mañana y hasta el mediodía, el colector de placa plana bajo el régimen forzado pudo entregar un 130 % más de calor útil al agua del tanque.
DOI: 10.6084/m9.figshare.27014134.v2
title: Avian influenza virus sequence with meta information and phylogeny from GISAID and NCBI.

description: Avian influenza virus sequnces, assigned gene segment lineages and virus genotypes
DOI: 10.17632/6t3572v299.1
title: Destilador Multietapa con Acumulador de Calor por Cambio de Fase

description: El agotamiento de los combustibles fósiles, y su correlación con la problemática de las emisiones de GEI, llevan a buscar los esfuerzos en fuentes de energía renovables. La energía solar es la de mayor proyección, sin embargo, la limitación de su aprovechamiento en las horas de sol del día la torna poco viable cuando se plantea en una escala de importancia. La solución a este problema se encuentra en los sistemas de acumulación. En lugares donde tienen graves problemas de disponibilidad de agua potable, la mayoría presenta soluciones salinas y algunos de ellos están contaminados el cual es muy perjudicial para la salud. La desalinización utilizando la energía solar térmica es una solución para la producción de agua dulce en zonas rurales aisladas. En este escenario pueden ser instaladas unidades pequeñas ya sean en puestos sanitarios, escuelas rurales o edificios públicos y por supuesto hogares familiares. El sistema de destilación que se presenta en este libro consta de un calefón solar, de un destilador de cuatro etapas y un acumulador de calor con material de cambio de fase. Este sistema proporciona una producción de al menos 25 a 30 litros diarios de agua bidestilada.
DOI: 10.17632/3frt9sx2cz.1
title: Aplicación del TMYPlus a la ciudad de Salta para dimensionar el consumo energético de las viviendas sociales

description: Se desarrolló un año meteorológico típico (TMY, del inglés Typical Meteorological Year), con un nuevo método que combina los factores de ponderación de cuatro conjuntos de diferentes generadores de TMY. La definición del TMY es fundamental para la elaboración del archivo climático utilizado por los códigos de Simulación Energética de Edificios. Este trabajo está dedicado a la definición del TMY en la ciudad de Salta (1232 msnm), Argentina, para ser aplicado en el diseño de viviendas de interés social, para dimensionado de sistemas fotovoltaicos, colectores solares calentadores de aire y agua. Se partió de datos proporcionados por el Servicio Meteorológico Nacional (SMN) de Argentina sobre diversas variables meteorológicas registradas en intervalos horarios a lo largo de 11 años (2006-2016). En este libro también se presenta la aplicación del TMY en la vivienda social, mediante el programa SIMEDIF, se estimaron las demandas energéticas de enfriamiento y calefacción para que el interior de la vivienda este entre el rango de temperatura de confort.
DOI: 10.17632/47dp9chw9s.1
title: TMYPlus: Typical Meteorological Year for thermal application design: Application of TMYPlus to the city of Salta for sizing the energy consumption of social housing

description: A Typical Meteorological Year (TMY) was developed with a new method that combines the weighting factors from four sets of different TMY generators. The definition of the TMY is fundamental for elaborating the climatic file used by the Energy Simulation of Buildings codes. This work is dedicated to the definition of the TMY in the city of Salta, Argentina, to be applied in the design of low-income housing, for the sizing of photovoltaic systems, solar collectors, and air and water heaters. It was based on data provided by the National Meteorological Service (SMN) of Argentina on various meteorological variables recorded hourly intervals over 11 years (2006-2016). This book also presents the application of the TMY in social housing, through the SIMEDIF program, the energy demands for cooling and heating were estimated so that the interior of the house is within the comfort temperature range.
DOI: 10.17632/ym5hbrfykb.1
title: Calentador de agua solar de bajo costo con circulación forzada autónoma

description: Se presenta el diseño de un calentador de agua solar de bajo costo que opera por recirculación forzada autónoma. La recirculación es obtenida a través de la aplicación de una mini bomba de 5 W y 12 V, energizada por un panel fotovoltaico de 10 W. Lográndose de esta manera una automatización simple efectiva y económica. Para su construcción se pensaron materiales baratos y de fácil acceso, con la idea de fomentar la auto construcción. Como objetivo se buscó diseñar un calefón solar capaz de entregar en épocas frías 110 litros diarios de agua a por lo menos 50°C, satisfaciendo la demanda de agua caliente sanitaria de una vivienda unifamiliar. Además, que su tanque de acumulación térmica sea capaz de mantener el agua caliente por la noche. El absorbedor del colector fue elaborado con un espiral de 100 metros de manguera de polietileno de baja densidad abarcando un área de 2m x 2m. El tanque de acumulación térmica para el agua caliente es de 110 litros de capacidad, íntegramente de plástico. Un prototipo fue ensayado térmicamente en invierno con el objetivo de veriﬁcar su eﬁciencia en las perores condiciones. Se evaluó el diseño de la aislación del tanque de acumulación térmica, planteando la estrategia de su ubicación en el interior de la vivienda (baño o cocina) con el ﬁn de disminuir las pérdidas de calor nocturnas. La aplicación masiva de este nuevo concepto de calentador solar puede ser una alternativa para la obtención de agua caliente sanitaria.
DOI: 10.17632/35p2yk37w4.1
title: HD20: aparato de placa caliente con guarda para la medición de las propiedades de transferencia de calor por conducción en hormigones

description: En este trabajo se presenta el diseño, la construcción y el funcionamiento de un aparato de placa caliente con guarda llamado Caja Caliente HD20 para evaluar, bajo condiciones de régimen estacionario, la transferencia de calor por conducción a través de probetas con forma de prisma de caras paralelas, y determinar indirectamente la conductividad térmica de hormigones de construcción con diferentes agregados. Para su diseño se aplicaron las normas IRAM 11559, IRAM 11549 e IRAM 11601 válidas en Argentina. La caja caliente consta de dos unidades principales: la unidad calefactora y la unidad de enfriamiento. Los valores de conductividad térmica obtenidos con este aparato concuerdan satisfactoriamente con los valores publicados en la bibliografía.
DOI: 10.17632/f2bgr7tdtt.1
title: ArEEG_Chars

description: ArEEG_Chars, the first EEG dataset for Arabic characters, consists of high-quality recordings for 31 unique characters from 30 participants (21 males and 9 females) using the Epoc X 14-channel device. Each participant was asked to focus on all Arabic letters for 10-second segments each. 
Each Folder is named after the letter and it contains 30 CSV file of wave records.
DOI: 10.17632/vgzvz6fpxw.1
title: UP-RLHF

description: This repository contains the implementation of UP-RLHF and GPT-4 evaluation cases.
DOI: 10.6084/m9.figshare.16529505
title: De Novo genome assembly of a cold-seep limpet Bathyacmaea lactea (Gastropoda: Pectinodontidae)

description: Genome assembly and annotation files of a cold-seep limpet <i>Bathyacmaea lactea </i>at a depth of ~1,388 m in the Haima cold seeps in the South China Sea. Related article " <i>De novo</i> genome assembly of limpet<i> Bathyacmaea lactea</i> (Gastropoda: Pectinodontidae), the first reference genome of a deep-sea gastropod endemic to cold seeps" have been published in Journal of Genome Biology and Evolution. The Doi website of the article is https://doi.org/10.1093/gbe/evaa100. And the raw data of this project has been deposited at GenBank under the BioProject PRJNA588374 (BioSamples SAMN13255183, SRA of Nanopore reads: SRR10425370, SRA of Illumina data: SRR10425354–SRR10425369).
DOI: 10.6084/m9.figshare.16529505.v1
title: De Novo genome assembly of a cold-seep limpet Bathyacmaea lactea (Gastropoda: Pectinodontidae)

description: Genome assembly and annotation files of a cold-seep limpet <i>Bathyacmaea lactea </i>at a depth of ~1,388 m in the Haima cold seeps in the South China Sea. Related article " <i>De novo</i> genome assembly of limpet<i> Bathyacmaea lactea</i> (Gastropoda: Pectinodontidae), the first reference genome of a deep-sea gastropod endemic to cold seeps" have been published in Journal of Genome Biology and Evolution. The Doi website of the article is https://doi.org/10.1093/gbe/evaa100. And the raw data of this project has been deposited at GenBank under the BioProject PRJNA588374 (BioSamples SAMN13255183, SRA of Nanopore reads: SRR10425370, SRA of Illumina data: SRR10425354–SRR10425369).
DOI: 10.17632/gdmcmf4fzc.1
title: Development of an Instrument to assess Perceived Territorial Capital (PerTerCapSc): Reliability and Validation of a scale based on inhabitants’ beliefs.

description: The supplementary material supports the full details of the data processing and relationship analysis procedures highlighted in (Churchill, 1979): 
- (1) our item generation methodology (two in-depth qualitative interviews) used to develop the PerTerCapSc instrument; 
- (2) the various reliability and validation tests for the instrument in question (exploratory factor analysis or EFA and confirmatory factor analysis - CFA stages).
DOI: 10.17632/zgyfzhtkwm.1
title: Supplementary File

description: Supplementary File
DOI: 10.17632/p8hrjrpph8.1
title: Intestine Secretome Figures Jason Miklas

description: Figures for paper (first submission).
DOI: 10.5281/zenodo.13907064
title: Dataset for paper "The naphthylated LEGO-lipophosphonoxin antibiotics used as a fluorescent tool for observation of target membrane perturbations preceding its disruption"

description: The individual text files contain all the numerical data shown in Figures 2-10 in the publication.
DOI: 10.5281/zenodo.13907065
title: Dataset for paper "The naphthylated LEGO-lipophosphonoxin antibiotics used as a fluorescent tool for observation of target membrane perturbations preceding its disruption"

description: The individual text files contain all the numerical data shown in Figures 2-10 in the publication.
DOI: 10.17632/n9km4p3bvg.1
title: Partial melting associations with metamorphic evolution, slab exhumation, and magmatism in convergent plate margins: Constraints from Siluran-Devonian HP pelitic gneiss and felsic vein in the Proto-tethys Altyn orogen

description: All data used for this study and necessary for the reproduction of results can be found in Table 1-9.
DOI: 10.17632/h26g4n9w5j.1
title: Facebook bAbI Tasks for Malayalam Language

description: A Malayalam Question Answering dataset of 5,000 training samples and 5,000 testing samples was generated by translating Facebook bAbI tasks. Facebook's bAbI tasks was originally created in English, some of the languages it has been translated are French, German, Hindi, Chinese, Russian. Twenty fictitious tasks that test a system's capacity for responding to a range of themes, including text comprehension and reasoning, are included in the dataset. Five task-oriented usability questions with comparable sentence patterns are also included in the collection. The questions here range in difficulty. Every job has 1000 test samples and 1000 training samples in the dataset. we created the dataset for the proposed work by utilizing the bAbI dataset to translate the English dataset into Malayalam for five tasks (tasks 1, 4, 11, 12, and 13), represented as tasks 1 through 5. Titles such as "Single Supporting Facts," "Two Argument Relations," "Basic Coreference," "Conjunction," and "Compound Coreference" relate to the tasks. Every sample in the dataset comprises a series of statements (sometimes called stories) about people's movements around things, a question, a suitable answer.
Tasks: 
Task 1: Single supporting fact: This task tests whether a model can identify a single important fact from a story to answer a question. The story usually contains several sentences, but only one sentence is directly useful in answering the question. 
Task 2: Relationships with two arguments: This task involves understanding the relationship between two entities. The model must infer relationships between pairs of objects, people or places.
Task 3: Core co-reference: Co-reference resolution is the task of linking pronouns or phrases to the correct entities. In this task, the model must resolve simple pronominal references. 
Task 4: Conjunctions: This task tests the model's ability to understand sentences in which several actions or facts are joined by conjunctions such as "and" or "or". The model must process these linked statements to answer the questions correctly. 
Task 5: Compound Reference: This task is more complex because it requires the model to solve the conjunctions in the sentence with composite entities or more complex structures.
DOI: 10.17632/xz92psvgbk.1
title: SNr-DRN

description: data for SNr-DRN
DOI: 10.6084/m9.figshare.27434715
title: Data for "Evidence for the acclimation of ecosystem photosynthesis to soil moisture"

description: Experimental data used for analysis in the manuscript titled "Evidence for the acclimation of ecosystem photosynthesis to soil moisture".
DOI: 10.17632/rwp7b8hpfx.1
title: Abnormally heavy cerium stable isotope composition in regolith: Implications for redox tracing

description: This document contains numerical data to build the figures in the main text.
DOI: 10.15468/dl.vk7bg4
title: Occurrence Download

description: A dataset listing the 614 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteropodidae"
 ]
}

 The dataset's 614 records were derived from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017123-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.my49xa
title: Occurrence Download

description: A dataset listing the 4004460 species recorded in GBIF matching the query:
{ }

 The dataset's 4004460 records were derived from 68572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017058-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxn43g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"11736031","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017149-241024112534372/datasets/export for details.
DOI: 10.15468/dl.a49jua
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"11652369","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017151-241024112534372/datasets/export for details.