metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:7828
  - loss:TripletLoss
base_model: answerdotai/ModernBERT-large
widget:
  - source_sentence: >-
      Pleural effusion is a frequently observed lesion in the course of
      respiratory diseases such as inflammatory process and cancer metastasis.
      Its cause may be either tuberculosis (the most common extrapulmonary
      location is the pleura) and malignant disease of the pleura. Confirmation
      of tuberculosis is often troublesome. The primary site of cancer may be
      als difficult to find despite the application of difficult diagnostic
      methods. Below we present history of -year old female in whom
      carcinomatous cells and positive result of PCR for Mycobacterium
      tuberculosis in pleural fluid were discovered simultaneously suggesting
      the tuberculosis and cancer of unknown primary origin.
    sentences:
      - >-
        Coronaviruses are a large family of viruses that cause illness ranging
        from mild to severe symptoms. Coronaviruses are known to cause diseases
        that cause severe symptoms such as Middle East Respiratory Syndrome
        (MERS) and Severe Acute Respiratory Syndrome (SARS). This study aims to
        determine the factors related to compliance with the use of personal
        protective equipment by health workers during the COVID- pandemic at
        Bahteramas Hospital, Southeast Sulawesi province in . This study used a
        case control design. The population in this study were health workers at
        Bahtermas Hospital totaling health workers. The sample in this study
        amounted to respondents consisting of groups of health workers. Sampling
        using the Lemeshow formula. The results showed that based on the results
        of the chis square test, the P-value of the knowledge variable was , the
        Attitude variable, a P-Value of was obtained and the PPE availability
        variable was a P-Value of . From the research samples used, it can be
        concluded that the Knowledge, Attitude and availability of PPE are
        related to compliance with the use of PPE by health workes during the
        COVID- pandemic at Bahteramas Hospital, Southeast Sulawesi Province.
      - >-
        Recent developments in treatment have steadily raised the median
        predicted age of survival for people with Cystic Fibrosis (CF). We
        report the health-related quality of life (HRQoL) in CF adult patients
        and correlate our findings with the patients' demographic
        characteristics.The Cystic Fibrosis Quality of Life (CFQoL)
        questionnaire was answered by CF adult patients. The questionnaire
        included questions pertaining to age, sex and level of education and
        covered eight sections of functioning.The highest score was reported in
        the "Social Functioning" section, while the lowest in the "Concerns for
        the Future" section. When different age groups were compared,
        statistical significances were reported in "Physical Functioning",
        "Interpersonal Relationships", and the "Career Concerns" section, with
        older patients reporting statistically higher HRQoL scores than younger
        ones (p < ). No statistically significant difference was reported
        amongst the scoring between male and female CF patients. When different
        educational levels were compared, patients that had received a higher
        educational training scored statistically higher in all but one sections
        of the questionnaire when compared with patients of a lower educational
        level (p < ).More than half Greek adult CF patients report that they are
        capable to participate in social activities but most of them are worried
        about the outcome of their disease and its effect on their lives.
      - >-
        BACKGROUND: The global amount of investment in companies developing
        artificial intelligence (AI)-based software technologies for medical
        diagnostics reached million in , rose to million in , and is expected to
        continue growing. While software manufacturing companies should comply
        with existing clinical, bioethical, legal, and methodological frameworks
        and standards, there is a lack of uniform national and international
        standards and protocols for testing and monitoring AI-based software.
        AIM: This objective of this study is to develop a universal methodology
        for testing and monitoring AI-based software for medical diagnostics,
        with the aim of improving its quality and implementing its integration
        into practical healthcare. MATERIALS AND METHODS: The research process
        involved an analytical phase in which a literature review was conducted
        on the PubMed and eLibrary databases. The practical stage included the
        approbation of the developed methodology within the framework of an
        experiment focused on the use of innovative technologies in the field of
        computer vision to analyze medical images and further application in the
        health care system of the city of Moscow. RESULTS: A methodology for
        testing and monitoring AI-based software for medical diagnostics has
        been developed, aimed at improving its quality and introducing it into
        practical healthcare. The methodology consists of seven stages:
        self-testing, functional testing, calibration testing, technological
        monitoring, clinical monitoring, feedback, and refinement. CONCLUSION:
        Distinctive features of the methodology include its cyclical stages of
        monitoring and software development, leading to continuous improvement
        of its quality, the presence of detailed requirements for the results of
        the software work, and the participation of doctors in software
        evaluation. The methodology will allow software developers to achieve
        significant outcomes and demonstrate achievements across various areas.
        It also empowers users to make informed and confident choices among
        software options that have passed an independent and comprehensive
        quality check.
  - source_sentence: >-
      Abstract The molecule based bilayer system composed of hard Ni [Fe(CN) ]
      nH O and soft Ni [Cr(CN) ] nH O ferromagnetic Prussian blue analogues has
      been fabricated on a solid substrate by "layer by layer" deposition. The
      structure and morphology characterization as well as results of magnetic
      measurements are described. The thickness of the bilayer is ca. nm
      including a nm interface. This bilayer system shows anisotropic magnetic
      properties reflected in the shape of magnetic hysteresis measured in
      various film orientation with respect to the direction of external
      magnetic field. There is no exchange interaction between hard and soft
      magnetic layer and irrespective of bilayer orientation, the magnetization
      and demagnetization process of both Ni [Fe(CN) ] nH O and Ni [Cr(CN) ] nH
      O layers occurs independently.
    sentences:
      - >-
        Previous articleNext article No AccessBook ReviewsThe Gospel According
        to Renan: Reading, Writing, and Religion in Nineteenth-Century France.
        By Robert D. Priest. Oxford Historical Monographs. Edited by P. Clavin
        et al.Oxford: Oxford University Press, . Pp. xii+ . . La vie de Jesus de
        Renan: La fabrique d'un best-seller. By Nathalie Richard.Rennes: Presses
        Universitaires de Rennes, . Pp. . .Stephane GersonStephane GersonNew
        York University Search for more articles by this author PDFPDF PLUSFull
        Text Add to favoritesDownload CitationTrack CitationsPermissionsReprints
        Share onFacebookTwitterLinkedInRedditEmail
        SectionsMoreDetailsFiguresReferencesCited by The Journal of Modern
        History Volume , Number 0September Article DOIhttps://doi.org/ . Views:
        00Total views on this site For permission to reuse, please contact
        [email protected]PDF download Crossref reports no articles citing this
        article.
      - >-
        Purpose The purpose of this paper is to present a case study describing
        a collaboration with Last Mile Health, a non-governmental organization,
        to develop a framework to inform its community healthcare networks in
        remote Liberia. Design/methodology/approach The authors detail the
        process of using the unique problem setting and available data to inform
        modeling and solution approaches. Findings The authors show how the
        characteristics of the Liberian setting can be used to develop a
        two-tier modeling framework. Given the operating constraints and remote
        setting the authors are able to model the problem as a special case of
        the location-routing problem that is computationally simple to solve.
        The results of the models applied to three districts of Liberia are
        discussed, as well as the collaborative process of the multidisciplinary
        team. Originality/value Importantly, the authors describe how the
        problem setting can enable the development of a properly scoped model
        that is implementable in practice. Thus the authors provide a case study
        that bridges the gap between theory and practice.
      - >-
        Abstract Poor electrical conductivities, structural instabilities and
        long synthesis procedures, limit the application of metal organic
        frameworks (MOFs) in energy storage systems. In the present work, we
        synthesize a cobaltbenzene tricarboxylic acid based MOF (CoBTC MOF) via
        two different approaches i. e. solvothermal route and mechanochemical
        grinding for its utility in energy storage. When characterized
        structurally and electrochemically, the CoBTC MOF synthesized by
        mechanochemical method is found to be superior because of large surface
        area, enhanced porosity/diffusion process through MOF and structural
        robustness along with less time requirement. Further, its hybrid
        composite with graphene nanosheets (CoBTC MOF/GNS) was prepared for its
        performance as a supercapacitor material. The characterization reveals
        the formation of sandwich structure where CoBTC MOF rods (thickness
        ranging from to m) are placed in between GNS. This arrangement has
        resulted into high specific capacitance of F.g at current density of A.g
        in M KOH electrolyte along with excellent capacitance retention up to %
        after charge/discharge cycles. Also, a symmetric supercapacitor has been
        assembled for practical application of CoBTC MOF/GNS which demonstrates
        specific capacitance of F.g with high energy density and power density
        of Wh.kg and W.kg respectively, along with % retention of initial
        capacitance after chargedischarge cycles.
  - source_sentence: >-
      Patients with cancer are at increased risk of venous thromboembolism
      (VTE). Risk assessment models can help identifying high-risk populations
      that might benefit from primary thromboprophylaxis. Currently, the Khorana
      score is suggested to select patients for primary thromboprophylaxis.
      However, risk stratification with the Khorana-score remains imperfect,
      which led to the development of subsequent clinical risk assessment models
      (PROTECHT-, CONKO-, ONKOTEV-, TiCat-, COMPASS-CAT-score). Further,
      recently, a simplified, personalized risk prediction tool for
      cancer-associated VTE, incorporating cancer type and D-Dimer levels has
      been proposed by Pabinger et al. (CATSCORE). Also, novel models have been
      designed specifically for specific tumour types, such as lung cancer
      (ROADMAP-CAT), gynaecological cancer (THROMBOGYN), lymphoma (THROLY), or
      multiple myeloma (SAVED-; IMPEDE VTE-score). In the present narrative
      review, we comprehensively summarize available data on currently available
      risk assessment models for VTE in patients with cancer, provide a critical
      discussion on their clinical utility, and give an outlook towards future
      developments.
    sentences:
      - >-
        Besides the cancer itself, venous thromboembolism (VTE) is the leading
        cause of death in cancer patients receiving outpatient chemotherapy
        (CT). Data on VTE development and impact on treatment course and outcome
        in real-life NSCLC patients receiving immune check-point inhibitors
        (ICI) is currently sparse. More knowledge within this area is warranted
        due to the emerging use of ICI in clinical practice. To quantify risk of
        VTE and recurrent VTE in NSCLC patients receiving ICI. Explore the
        clinical impact of VTE on ICI course and survival and explore potential
        risk factors for VTE. Patients with advanced/metastatic NSCLC treated
        with an immune checkpoint inhibitor (ICI) at the University Hospital of
        Odense, Denmark during were identified and data gathered retrospectively
        from electronic medical records (n = ). All patients had finished ICI at
        the time of data-cut off. Baseline Khorana Score (KRS) was calculated
        within one week prior to ICI initiation. Based on follow-up data
        cumulative incidence of VTE and its impact on outcome and survival was
        performed using Kaplan Meier and cox-regression hazard estimation. Risk
        of VTE was % during ICI and % at any time point after ICI initiation.
        Cumulative incidence rates of VTE at , , and months after first ICI was
        %, %, % and % respectively. Median time to VTE during ICI was months
        [IQR .0]. Having VTE during ICI lead to discontinuation of ICI in % of
        cases, most due to fatal PE. History of VTE before onset of ICI was a
        significant risk factor for recurrent VTE during ICI ( % within this
        subgroup) despite use of anticoagulant therapy. The incidence and impact
        of VTE during ICI for real-life NSCLC patients is not negligible with
        almost % developing VTE leading to termination of further ICI in the
        majority of cases - many due to fatal PE. The risk of recurrent
        anticoagulant resistant VTE in patients with known VTE during ICI is
        also considerable, which calls for better management and prevention of
        VTE including development of treatment specific VTE risk assessment
        models.
      - >-
        In September , the New York Supreme Court, Second District, reversed a
        decision made by the Division of Human Rights for a dentist to pay a
        patient in compensatory damages. The agency ruled that disability-based
        discrimination is prohibited in places of public accommodation. The
        state Supreme Court, however, found that dental offices are not places
        of public accommodation as defined by the state human rights law. The
        Division of Human Rights plans to appeal the ruling to the New York
        Court of Appeals, citing case law which supports the proposition that
        private medical offices are places of public accommodation.
      - >-
        Hemoglobin concentrations in endometriotic cyst fluids have been found
        to be associated with distinct clinical manifestations, such as pelvic
        pain and infertility, as well as with malignant transformation. However,
        the measurement of the hemoglobin concentration in cyst fluid is an
        invasive procedure. The present study aimed to evaluate the usefulness
        of visible and nearinfrared interactance spectroscopy as a noninvasive
        technique for estimating the hemoglobin concentration in endometriotic
        cystic fluid. Optical fibers were directly placed onto sliced raw pork
        (up to 00mmthick as an anatomical barrier on the cyst's surface) that
        covers a cuvette containing hemoglobin solution or endometriotic cyst
        fluid. Partial least square regression based on the second derivative
        using visible and nearinfrared interactance spectroscopy (wavelength
        region, nm) was used to estimate the hemoglobin concentration. The
        samples were categorized into the evaluation sets (i.e., calibration
        set) to create calibration curves and test sets (i.e., validation set)
        to validate equations. The cyst fluid at mm of pork thickness achieved a
        high correlation between actual and predicted hemoglobin concentrations
        (calibration (R0= ) and validation (R0= ) data). However, the
        correlation slightly decreased at 00mm pork thickness (i.e., calibration
        (R0= ) and validation (R0= ) data). Interactance spectroscopy may thus
        be a noninvasive tool which can be used to estimate the hemoglobin
        concentration in endometriotic cyst fluid when the anatomical barrier is
        mm. This technology is a reliable modality for predicting the severity
        of dysmenorrhea and infertility, as well as malignant transformation, in
        a number of patients with endometriotic cysts. Such quantitative optical
        spectroscopic imaging technologies may enable the accurate diagnosis of
        the pathological processes in endometriotic cysts in clinical practice.
  - source_sentence: >-
      Numerous industries provide investors with various funding options in
      today's rapidly evolving business and technology landscape. One
      particularly intriguing area in this regard is investment. Investment
      refers to allocating cash into various assets for a specific duration to
      generate profits, such as income or capital appreciation. Infrastructure
      development has led to the management of several industries, including
      property and real estate. Property can stimulate other economic sectors by
      providing employment opportunities and enhancing overall societal
      well-being. This is further bolstered by the rapid growth of the property
      sector, driven by the consistent availability of land and the rising
      public demand for housing and office spaces. Based on the data results, it
      is evident that there was an upsurge in demand for property and real
      estate in . In contrast, production was sluggish expansion across all
      industries during the Covid- pandemic. Share prices will rise with
      increased demand and fall with less demand. This is evident in the
      company's effective management of shareholders. Financial reports are
      crucial for the company's future. Financial report data can be utilized as
      a decisive factor in decision-making. By assessing the financial
      performance of PT. Alam Sutera Reality Tbk, PT. Bumi Serpong Tbk, and PT.
      Bekasi Fajar Industri Estate Tbk, investors can make well-informed
      investment decisions. The liquid or illiquid ratio, which is based on the
      company's debt-to-equity ratio, current ratio, net profit margin, and
      total asset turnover, can be calculated to complete this assessment.
    sentences:
      - >-
        Fraud in accounting reporting is one of the factors that need to
        consider in presenting quality financial reports. Based on the existing
        phenomena, this study investigates accounting fraud that is suspected to
        be influenced by Good Corporate Governance (GCG), compliance with
        accounting rules to present financial reports and information asymmetry,
        and internal control. Testing the hypotheses secondary data from BUMN
        listed on the Jakarta Stock Exchange is used to test the allegations.
        Testing the hypothesis proposed using a quantitative approach with a
        sample of BUMNs listed on the Jakarta Stock Exchange. The calculation
        results show that all the proposed hypotheses are empirically proven.
        This condition indicates that accounting fraud to be influenced by Good
        Corporate Governance (GCG), adherence to accounting rules for the
        presentation of financial statements and information asymmetry, and
        internal control.
      - >-
        The number of multilingual signs in Japan was increasing rapidly;
        however, there were still disputes over the information of signs, such
        as low recognition of information and language selection, etc. In this
        case, this study was carried out.BR The purpose of the study was to
        define benchmarks for foreigner-friendly multilingual signs. Moreover,
        the possibility of how Chinese information was marked in the
        multilingual signs of Japanese Tourist Attractions was explored.BR The
        research contents and results were as follows. Firstly, the
        representative tourist attractions in Tokyo were surveyed on the spot
        and photographed for record. Secondly, the data from the fieldwork were
        organized into charts and graphs and analyzed for multilingual markers.
        Thirdly, through interviews with H Tourism Association in Tokyo, some
        issues with the signs of the current situation of scenic spots were
        revealed. Fourthly, from the perspective of the characteristics of
        Chinese language and the thinking method about Chinese characters, the
        field surveys and interviews about the need for a large area of
        multilingual information marking in signs were analyzed. The possibility
        of marking Chinese messages in signs of Tourist Attractions in Japan was
        discussed.BR Guidance signs and induction signs were more informative,
        and the information was generally presented in words rather than
        sentences. If adopted together with non-verbal communication such as map
        and diagram, the Chinese characters in the guidance signs and induction
        signs of historical scenic spots with a high proportion of Chinese
        characters could be omitted.BR So far, there have been many studies on
        the issue of multilingual signs from the perspective of fonts and
        layout. What's more, from this new perspective on language features, the
        issue of multilingual signs was explored in this study. It was expected
        that the results of this research can be applied into practice in
        practical projects.
      - >-
        Dialect Recognition Systems (DRS) are systems that group dialects,
        according to similar acoustic features found in dialect regions. The
        speaker's age, gender, and dialect characteristics negatively affect the
        performance of speech recognition systems. To handle dialect
        differences, dialect recognition systems can be integrated into speech
        recognition systems. By determining the spoken dialect, the system can
        be switched to the corresponding speech recognition model. There is no
        dataset that can be used for Turkish automatic dialect recognition
        systems. In this study, it is thought that this deficiency should be
        eliminated in some way. In addition, an experimental study has been
        carried out to classify the generated data set by convolutional neural
        networks. The resulting % accuracy is satisfactory.
  - source_sentence: >-
      The social sciences have long shown that health is not born of pure
      biology, empirically (re)centred the social and material causes of
      disease, and affirmed the subjective experiences of disease. Disputed both
      in popular and academic discourses, social health has variously attempted
      to stress the social aspects of health. Existing conceptions remain
      analytically limited as they are predominantly used as descriptors for
      populational health. This article theorises social health as an analytical
      lens for making sense of the relations, affects and events where health
      unfolds and comes into expression. Drawing on social practice theory,
      feminist care ethics and posthumanism this conceptual paper re-imagines
      how social health might be conceived as lived social practices anchored in
      care. Care within our framework acknowledges the unavoidable
      interdependency foundational to the existence of beings and stresses the
      'know how' and embodied practices of care in the mundane in order to
      emphasise that care itself is absolutely integral to the maintenance of
      social health. The article argues that health needs to be understood as a
      verb intrinsically (re)made in and through social contexts and structures
      and comprised of meaningful, human-human and human-non-human interactions.
      Ultimately, in theorising social health through mundane care practices, we
      hope to open up research to making sense of how the doing of health
      unfolds inside often banal, patterned forms of social activity. Such
      taken-for-granted social practices exemplify the often overlooked lived
      realities that comprise our health. To understand health in its own right,
      we argue, these everyday practices need to be interrogated.
    sentences:
      - >-
        This paper proposes a methodology to create an interpretable fuzzy model
        for monthly rainfall time series prediction. The proposed methodology
        incorporates the advantages of artificial neural network, fuzzy logic
        and genetic algorithm. In the first step, the differences between the
        time series data are calculated and they are used to define the interval
        between the membership functions of a Mamdani-type fuzzy inference
        system. Next, artificial neural network is used to develop the model
        from input-output data and the established model is then used to extract
        the fuzzy rules. The parameters of the created fuzzy model are then
        optimized by using genetic algorithm. The proposed model was applied to
        eight monthly rainfall time series data in the northeast region of
        Thailand. The experimental results showed that the proposed model
        provided satisfactory prediction accuracy when compared to other
        commonly-used prediction models. Due to the interpretability nature of
        the model, human analysts can gain insight knowledge of the data to be
        modeled.
      - >-
        A dB dynamic range and cm spatial resolution tunable photon-counting
        optical time-domain reflectometer (PC-OTDR) is presented along with a
        Field Programmable Gate Array (FPGA)-based detection management system
        that allows several regions of the fiber to be interrogated by the same
        optical pulse, increasing the data acquisition rate when compared to
        previous solutions. The optical pulse generation is implemented by a
        tunable figure- passive mode-locked laser providing pulses with the
        desired bandwidth and center wavelength for WDM applications in the
        C-band. The acquisition rate is limited by the afterpulse effect and
        dead time of the employed gated avalanche single-photon detectors. The
        devised acquisition system not only allows for centimeter-resolution
        monitoring of fiber links as long as km in under minutes but is also
        readily adapted to any other photon-counting strategy for increased
        acquisition rate. The system provides a -fold decrease in acquisition
        times when compared with state-of-the-art solutions, allowing affordable
        times in centimeter-resolution long-distance fiber measurements.
      - >-
        Care has been theorised in relationship to eating disorders as a central
        consideration across diagnoses. In the context of avoidant restrictive
        food intake disorder (ARFID) specifically, there is room to further
        develop the nuances around layers of care involved in working towards
        well-being. In this paper, we engage with the stories of caregivers of
        people with ARFID, exploring their pathways to care (or lack thereof)
        through the healthcare system in Aotearoa New Zealand. We explore the
        material, affective and relational aspects of care and care-seeking,
        engaging with the power and politics of care as it flows through
        care-seeking assemblages. Using postqualitative methods of analysis, we
        discuss how while participants were seeking care, they received (or, at
        times, did not receive) treatment, and unpack how care and treatment are
        not always synonymous. We work up extracts from parents' stories
        surrounding their caring for their children and how their actions were,
        at times, interpreted in ways that made them feel blame and shame rather
        than care. Participants' stories also offer glimmers of care within a
        resource-strapped healthcare system, which invite us to consider the
        potentiality of a relational ethics of care as an assemblage-shifting
        moment.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy
model-index:
  - name: SentenceTransformer based on answerdotai/ModernBERT-large
    results:
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: modernBERT
          type: modernBERT
        metrics:
          - type: cosine_accuracy
            value: 0.9846547314578005
            name: Cosine Accuracy
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: modernBERT disciplines
          type: modernBERT_disciplines
        metrics:
          - type: cosine_accuracy
            value: 0.9789272030651341
            name: Cosine Accuracy

SentenceTransformer based on answerdotai/ModernBERT-large

This is a sentence-transformers model finetuned from answerdotai/ModernBERT-large. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: answerdotai/ModernBERT-large
Maximum Sequence Length: 8192 tokens
Output Dimensionality: 1024 dimensions
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: ModernBertModel 
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("m7n/discipline-bert-modern-large_v02")
# Run inference
sentences = [
    "The social sciences have long shown that health is not born of pure biology, empirically (re)centred the social and material causes of disease, and affirmed the subjective experiences of disease. Disputed both in popular and academic discourses, social health has variously attempted to stress the social aspects of health. Existing conceptions remain analytically limited as they are predominantly used as descriptors for populational health. This article theorises social health as an analytical lens for making sense of the relations, affects and events where health unfolds and comes into expression. Drawing on social practice theory, feminist care ethics and posthumanism this conceptual paper re-imagines how social health might be conceived as lived social practices anchored in care. Care within our framework acknowledges the unavoidable interdependency foundational to the existence of beings and stresses the 'know how' and embodied practices of care in the mundane in order to emphasise that care itself is absolutely integral to the maintenance of social health. The article argues that health needs to be understood as a verb intrinsically (re)made in and through social contexts and structures and comprised of meaningful, human-human and human-non-human interactions. Ultimately, in theorising social health through mundane care practices, we hope to open up research to making sense of how the doing of health unfolds inside often banal, patterned forms of social activity. Such taken-for-granted social practices exemplify the often overlooked lived realities that comprise our health. To understand health in its own right, we argue, these everyday practices need to be interrogated.",
    "Care has been theorised in relationship to eating disorders as a central consideration across diagnoses. In the context of avoidant restrictive food intake disorder (ARFID) specifically, there is room to further develop the nuances around layers of care involved in working towards well-being. In this paper, we engage with the stories of caregivers of people with ARFID, exploring their pathways to care (or lack thereof) through the healthcare system in Aotearoa New Zealand. We explore the material, affective and relational aspects of care and care-seeking, engaging with the power and politics of care as it flows through care-seeking assemblages. Using postqualitative methods of analysis, we discuss how while participants were seeking care, they received (or, at times, did not receive) treatment, and unpack how care and treatment are not always synonymous. We work up extracts from parents' stories surrounding their caring for their children and how their actions were, at times, interpreted in ways that made them feel blame and shame rather than care. Participants' stories also offer glimmers of care within a resource-strapped healthcare system, which invite us to consider the potentiality of a relational ethics of care as an assemblage-shifting moment.",
    'A dB dynamic range and cm spatial resolution tunable photon-counting optical time-domain reflectometer (PC-OTDR) is presented along with a Field Programmable Gate Array (FPGA)-based detection management system that allows several regions of the fiber to be interrogated by the same optical pulse, increasing the data acquisition rate when compared to previous solutions. The optical pulse generation is implemented by a tunable figure- passive mode-locked laser providing pulses with the desired bandwidth and center wavelength for WDM applications in the C-band. The acquisition rate is limited by the afterpulse effect and dead time of the employed gated avalanche single-photon detectors. The devised acquisition system not only allows for centimeter-resolution monitoring of fiber links as long as km in under minutes but is also readily adapted to any other photon-counting strategy for increased acquisition rate. The system provides a -fold decrease in acquisition times when compared with state-of-the-art solutions, allowing affordable times in centimeter-resolution long-distance fiber measurements.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Triplet

Datasets: modernBERT and modernBERT_disciplines
Evaluated with TripletEvaluator

Metric	modernBERT	modernBERT_disciplines
cosine_accuracy	0.9847	0.9789

Training Details

Training Dataset

Unnamed Dataset

Size: 7,828 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 86 tokens mean: 240.32 tokens max: 633 tokens	min: 84 tokens mean: 243.66 tokens max: 668 tokens	min: 88 tokens mean: 237.15 tokens max: 681 tokens

Samples:

anchor	positive	negative
Flash memory devices are investigated to confirm their application as physically unclonable functions (PUFs). Inherent fluctuations in the characteristics of flash memory devices, even with identical fabrication processes, produce different outputs, which are useful for device fingerprints. A difference in programming/erasing efficiency arises from a widely distributed threshold voltage. However, statistical fluctuations in the threshold voltage represent an advantage for PUF applications. The characteristics of PUFs, such as their unclonability, uncontrollability, unpredictability, and robustness, are investigated using fabricated flash memory devices. A simulation study is performed to support the experimental results and to show that the unpredictability is induced by variations in the gate dielectric thickness.	Ternary Content Addressable Memory (TCAM) is used in applications that require a low power dissipation and fast data retrieval. This paper presents a domain wall-based spintronic TCAM cell. The proposed design exploits the resistive behavior of this nonvolatile memory, reduces total power dissipation by reducing the voltage swing at the match line, and minimizes delay by employing a tiny sensing unit within each cell. Our experimental evaluation on nm technology for a -bit word-size TCAM at an V supply voltage and mV sense margin show that the delay is less than ps. The per-bit search energy is approximately fJ. Experimental evaluation on benchmark applications on the AMD Southern Islands GPU reveal that the GPU always dissipates less power when enhanced with the proposed TCAM design. Furthermore, the proposed method consumes at least % less energy when compared to state-of-the-art TCAM designs.	Abstract. The main focus of the paper is to present a flood and landslide early warning system, named HEWS (Hydrohazards Early Warning System), specifically developed for the Civil Protection Department of Sicily, based on the combined use of rainfall thresholds, soil moisture modelling and quantitative precipitation forecast (QPF). The warning system is referred to different Alert Zones in which Sicily has been divided into and based on a threshold system of three different increasing critical levels: ordinary, moderate and high. In this system, for early flood warning, a Soil Moisture Accounting (SMA) model provides daily soil moisture conditions, which allow to select a specific set of three rainfall thresholds, one for each critical level considered, to be used for issue the alert bulletin. Wetness indexes, representative of the soil moisture conditions of a catchment, are calculated using a simple, spatially-lumped rainfallstreamflow model, based on the SCS-CN method, and on the u...
A new method for the determination of trace levels of bromates by selective membrane collection is presented. Various membranes containing a few micrograms of different complexing reagents in a poly(vinyl chloride) matrix were tested. These membranes were produced on the surface of quartz glass (reflectors), and they were immersed in solutions containing bromate and bromide ions. At the first stage the prepared membranes collected both bromate and bromide ions, so different bromide masking agents were put in the analyzed solutions to avoid bromide collection. By the end of the equilibration time, the reflectors were left to dry, and they were analyzed by total reflection X-ray fluorescence (TXRF). The poly(vinyl chloride) with aliquat- membrane and o-dianisidin complexing agent gave the best results. The minimum detection limit was equal to ng/mL for ultrapure water and ng/mL for drinking water.	ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTVoltammetric anion responsive sensors based on modulation of ion permeability through Langmuir-Blodgett films containing synthetic anion receptorsShinobu. Nagase, Masamitsu. Kataoka, Ryuichi. Naganawa, Ryoko. Komatsu, Kazunori. Odashima, and Yoshio. UmezawaCite this: Anal. Chem. , , , 00000000Publication Date (Print):July , 0000Publication History Published online0 May 0000Published inissue July 0000https://pubs.acs.org/doi/ /ac00000a000https://doi.org/ /ac00000a000research-articleACS PublicationsRequest reuse permissionsArticle Views000Altmetric-Citations00LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information abo...	This study investigated whether performance of an interceptive skill requires an intact visual-perception-action cycle. Eleven skilled male Australian rules football athletes (M age = , SD = ) were recruited from an elite developmental pathway squad for a within-subject study. Participants were required to kick a ball directly at a goal from a -meter distance while wearing a pair of stroboscopic glasses. The glasses were used to create four vision conditions. Condition one kept intact the visual-perception-action cycle with uninterrupted vision of the motor skill. Three other conditions included stroboscopic vision that presented temporal samples of vision, which interrupted the perception-action cycle through progressive increases to intermittent vision occlusion of the motor skill. Goal kick error of ball position relative to a central target line within the goal and number of successful goals kicked were measured. Written report of internal and external focus of attention was also m...
The study aimed to determine the effectiveness of Contextual Teaching and Learning (CTL) in reducing and improving learning outcomes and math anxiety among students at a private elementary school in Indonesia. The research utilized a one-group control pre-posttest design with a sample of 0th-grade students. The study used a combination of pre-test and post-test and a closed-ended questionnaire as the data collection instruments. The independent variable in the study was CTL, while the dependent variables were learning outcomes and math anxiety. The paired t-test showed a significant increase in the students' average learning outcomes and a decrease in the average math anxiety levels. The findings suggest that implementing CTL is a practical approach to reducing math anxiety and improving student learning outcomes.	This study aims to determine the problem-solving ability of field independent (FI) and field dependent (FD) students in solving HOTS story problems. This type of research is qualitative research. The research strategy used is a descriptive model. This research was carried out at a junior school in Malang, Indonesia. The respondent was tenth-grade students. Data collection methods in this study include tests and interviews. Data analysis techniques include data collection, reduction, presentation, and concluding. The results of this study show that FI and FD students understand the problem. There is no difference between the two; FI and FD students are good at understanding the problem. FI students plan solutions well and can correctly create mathematical models, while FD students have difficulty developing mathematical models. In getting answers, FI and FD students have something in common: they are not quite right in the final solution.	The recently proposed recursive least-squares (RLS) algorithm for trilinear forms, namely RLS-TF, was designed for the identification of third-order tensors of rank one. In this context, a high-dimension system identification problem can be efficiently addressed (gaining in terms of both performance and complexity) based on tensor decompositions and modelling. In this paper, following the framework of the RLS-TF, we propose a regularized version of this algorithm, where the regularization terms are incorporated within the cost functions. Furthermore, the optimal regularization parameters are derived, aiming at attenuating the effects of the system noise. Simulation results support the performance features of the proposed algorithm, especially in terms of its robustness in noisy environments.

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.05
}

Evaluation Dataset

Unnamed Dataset

Size: 391 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 391 samples:

	anchor	positive	negative
type	string	string	string
details	min: 85 tokens mean: 237.84 tokens max: 629 tokens	min: 93 tokens mean: 239.31 tokens max: 610 tokens	min: 83 tokens mean: 234.79 tokens max: 499 tokens

Samples:

anchor	positive	negative
The aim of the study was to determine the relationship between emotional intelligence and cohesion in a sports team of girls engaged in synchronized figure skating. The following psychological tests were used in the study: the Emotional Intelligence test by D.V. Lyusin, a test to determine the index of group cohesion of the Sisor. The study was conducted on the basis of the sports school "Yunost" in Yekaterinburg. Two teams of different age groups took part in the experiment: athletes performing in the category of "novices" ( years old), girls performing in the team of "CMS" ( - years old). Testing was conducted twice: at the beginning of the season and after the competitive season. The study revealed positive dynamics of the development of cohesion in both teams. It also revealed reliable relationships between interpersonal emotional intelligence and the level of cohesion in the team. Further research may be aimed at developing a strategy to increase emotional intelligence as a factor...	Recreational swimming can be used as a reliable preventive measure for those diseases that are widespread among students. The purpose of the research is to study the effect of swimming on the functional state of students. The study involved male students who are selfemployed in swimming and male students who are professionally engaged in the swimming section. The research methods used samples of Martinet-Kushelevsky, Rufier, Stange and Genchi, as well as chest excursions. It was revealed that students, who practice swimming in the section, have more favorable conditions for a comprehensive effect on the body than students who swim independently, due to a greater load during training and their systematic nature.	Mg Ni + x% Ti . Mn . V . ( x = ,00,and ) composites were prepared by hydriding combustion synthesis( HCS) and the HCS products were mechanically milled( MM) to obtain Mg-based hydrogen-storage composites. The dehydriding properties,phase structure,surface morphology,and particle composition were studied by pressure-composition-temperature( pcT),X-ray diffraction( XRD) and scanning electron microscopy( SEM). Results showed that addition of %( mass fraction) Ti . Mn . V . exhibited the best desorption property for the HCS + MM product of Mg Ni , which could completely desorb . % H in s at K. The apparent dehydrogenation activation energy of the system was decreased to . kJ / mol from . kJ / mol of Mg Ni . The improvement of the desorption property could be attributed to the enhancement of diffusion and the hydrogen pumpingof Ti . Mn . V . .
This article has been retracted: please see Elsevier Policy on Article Withdrawal ( ). This article has been retracted at the request of authors due to scientific errors reported by authors. The author reported errors are: : In the " Case Description" section, Fig. A0 (wind and PV output power) is the input data for the simulation calculation. The authors report that, due to an oversight, they did not use real wind and PV output power data, which would lead to inaccurate results for the system simulation calculations. : For the " Model solving algorithm", the authors found that it is incorrect to use the properties of Gaussian functions to improve the CDE algorithm because Gaussian functions do not have the properties of concave functions. This is evidenced in the literature "DOI: : Fig. (Iterative Convergence Curve of Rastrigin Function) is tested using the benchmark test function (Rastrigin function) in order to demonstrate the feasibility of the GCDE algorithm. However, it is clear ...	Energy accessibility especially electrical energy is considered as one of the most appealing factors to achieve energy sustainability. The purpose of this study is to investigate energy sustainability using renewable energies for two high potential cities in the south-east of Iran until the year . In this regard, Homer software is used to evaluate economic and technical analyses of PV-wind-diesel hybrid system for the two cities by the data gathering which was collected from Iran's meteorological organization. Therefore, the average of solar radiation per month for Zabol and Zahak were about and (h/d). Also, mean wind speeds are calculated m/s and m/s for Zabol and Zahak respectively which proposed that these cities have high potential in order to electrical production by a hybrid system. Furthermore, the amount of electricity production by PV array for Zabol and Zahak were (kWh/yr) and (kWh/yr) respectively, and the amount of electricity production by wind turbine were (kWh/yr) and (k...	The philosophy that built by German Idealism is obtained and never neglected religion, this is not about the religious dogmas or the fantasy and legendary nature of religion, but it is about the spirit and the crux of religion. Nevertheless, there is always struggled to deprive it from fantasies and rebuilt by philosophical ideas. These ideal philosophers are asserted to reconstruct the stories and imaginary schemes of religion into philosophical and rational thinking. There is a change in the result of this process which is religion is retreated and the metaphysics is slightly appeared. In other word, this change is directed from revelation to metaphysical views. In the light of this, the German Idealism is taking two different ways toward religion: the negative direction; which is involved to the critical studies of the basis and construction of religion, and the positive direction; this direction is returned to religion, but this return is happened after reconstruct religion by the ...
In this paper measurements of momentum and current transport caused by current driven tearing instability are reported. The measurements are done in the Madison Symmetric Torus reversed-field pinch [R. N. Dexter, D. W. Kerst, T. W. Lovell, S. C. Prager, and J. C. Sprott, Fusion Technol. , ( )] in a regime with repetitive bursts of tearing instability causing magnetic field reconnection. It is established that the plasma parallel momentum profile flattens during these reconnection events: The flow decreases in the core and increases at the edge. The momentum relaxation phenomenon is similar in nature to the well established relaxation of the parallel electrical current and could be a general feature of self-organized systems. The measured fluctuation-induced Maxwell and Reynolds stresses, which govern the dynamics of plasma flow, are large and almost balance each other such that their difference is approximately equal to the rate of change of plasma momentum. The Hall dynamo, which is d...	We present measurements of magnetic fields generated in laser-driven coil targets irradiated by laser pulses of nanosecond duration, m wavelength, J energy, and W/cm0 intensity, at the LULI0000 facility. Using two perpendicular probing axes, proton deflectometry is used to characterize the coil current and static charge at different times. Results reveal various deflection features that can be unambiguously linked to a looping quasi-steady current of well-understood polarity or to a static charging of the coil surface. Measured currents are broadly consistent with predictions from a laser-driven diode-current source and lumped circuit model, supporting the quasi-steady assessment of the discharges. Peak magnetic fields of T at the center of -m-diameter coils, obtained at the moderate laser intensity, open up the use of such laser-driven coil targets at facilities worldwide to study numerous phenomena in magnetized high-energy-density plasmas, and its potential applications.	EU , , , , , . . . , . . , . , - -EU . .In August , the UK launched a new export strategy to increase UK total exports as a proportion of gross domestic product (GDP) to % and to build trading relationships around the world after Brexit. And the government aims to strengthen UK's position as one of the 00st century's great trading nations and to expand the export of traders by setting the five principle. These principles are a business-led approach, doing what only government can do, joining up across government with local partners and the private sector, digital by design and value for money. This paper examines the background, purpose and main contents of the UK new export strategy in UK and the countermeasures for the new UK export strategy. First of all, we should prepare a scenarios based on directions of Brexit. Second, it is necessary to discuss the redefinition of relationship with Korea-UK and Korea-EU. And finally, Korean companies should enter the UK by utilizing the e-comme...

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.05
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 4
per_device_eval_batch_size: 4
learning_rate: 1e-05
weight_decay: 0.01
num_train_epochs: 2
warmup_ratio: 0.1
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 4
per_device_eval_batch_size: 4
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 1e-05
weight_decay: 0.01
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 2
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	Validation Loss	modernBERT_cosine_accuracy	modernBERT_disciplines_cosine_accuracy
0	0	-	-	0.8951	-
0.0511	100	0.0064	0.0049	0.9616	-
0.1022	200	0.002	0.0071	0.9565	-
0.1533	300	0.0076	0.0034	0.9795	-
0.2044	400	0.0074	0.0039	0.9668	-
0.2555	500	0.0036	0.0036	0.9693	-
0.3066	600	0.0035	0.0029	0.9770	-
0.3577	700	0.004	0.0035	0.9693	-
0.4088	800	0.0027	0.0034	0.9770	-
0.4599	900	0.0044	0.0032	0.9719	-
0.5110	1000	0.0037	0.0053	0.9565	-
0.5621	1100	0.0048	0.0029	0.9795	-
0.6132	1200	0.0032	0.0031	0.9744	-
0.6643	1300	0.0023	0.0036	0.9744	-
0.7154	1400	0.0044	0.0029	0.9821	-
0.7665	1500	0.0022	0.0032	0.9795	-
0.8176	1600	0.0036	0.0034	0.9770	-
0.8687	1700	0.0022	0.0031	0.9821	-
0.9198	1800	0.0028	0.0025	0.9821	-
0.9709	1900	0.0054	0.0025	0.9821	-
1.0220	2000	0.003	0.0029	0.9770	-
1.0731	2100	0.0018	0.0026	0.9795	-
1.1242	2200	0.0021	0.0024	0.9847	-
1.1753	2300	0.0015	-	-	0.9789

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.3.1
Transformers: 4.48.0.dev0
PyTorch: 2.5.1+cu121
Accelerate: 1.2.1
Datasets: 3.2.0
Tokenizers: 0.21.0

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

TripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification},
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}