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Open research questions in Reliability and Agreement in Measurement

212 gap statements mined from Reliability and Agreement in Measurement papers in our 4.5M-paper local library, which holds 1,061 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.

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What the literature leaves open

  • The computation of confidence intervals for the CCC remains a challenge. Previous methods have limitations, such as requiring large sample sizes.

    Fiducial Confidence Intervals for Agreement Measures Among Raters Under a Generalized Linear Mixed Effects Model · 2026 · DOI

  • The paper suggests exploring the use of LLMs as a first-pass assessment, flagging trials or domains for focused human expert scrutiny. It proposes a workflow where LLMs are used in conjunction with human assessors. The study highlights the need for careful evaluation and validation of LLMs in evidence synthesis.

    Five methodological considerations for validating LLMs in risk of bias assessment · 2026 · DOI

  • It highlights the need for a coordinated approach to LLM evaluation, including standardized benchmarks and mechanisms for continuous evaluation. The study notes that the rapid evolution of LLMs threatens the temporal validity of single-point assessments.

    Five methodological considerations for validating LLMs in risk of bias assessment · 2026 · DOI

  • The use of published Cochrane RoB 2 judgments as a reference standard has limitations. The LLM received limited information compared to human reviewers. The study did not test a human-in-the-loop or semiautomated approach.

    Response to: Five methodological considerations for validating LLMs in risk of bias assessment · 2026 · DOI

  • The gap in the literature is the lack of a comprehensive assessment of replication in the context of real-world evidence. The gap is also the lack of transparency and availability of information on the design, definition of the cohort, and statistical analysis.

    The replicability of real-world evidence for the surgical treatment of proximal humeral fractures in older patients evaluated using sceptical p-value · 2026 · DOI

  • The existing methods may not adequately account for the intra-subject correlation between paired organs. The paper identifies the need for likelihood-based test statistics that can handle combined unilateral and bilateral data.

    Testing Risk Difference of Two Proportions for Combined Unilateral and Bilateral Data · 2026 · DOI

  • There was a need for a method to select WAIS-R short forms that considers both validity and reliability. There was a need for tables that can be used to convert short form composite scores to IQ equivalents.

    Tables for clinicians to use to convert WAIS-R short forms · 1986 · DOI

  • Future research should investigate the application of the correction method in various fields. Future research should examine the limitations of the correction method.

    Correcting the Point-Biserial Correlation for Attenuation Owing to Unequal Sample Size · 1986 · DOI

  • The study highlights the need for further research on the reliability and validity of the different response formats.

    The Rotter locus of control scale: The comparison of alternative response formats and implications for reliability, validity, and dimensionality · 1986 · DOI

  • The role of the hearer in shaping the conversation is not fully understood. The distinction between assessments and continuers has not been fully explored.

    Between and within: Alternative sequential treatments of continuers and assessments · 1986 · DOI

  • The lack of general procedures to analyze agreements and disagreements among observers. The need to identify categories that are relatively hard to distinguish.

    Nominal Scale Agreement Among Observers · 1986 · DOI

  • The lack of consideration of validity in qualitative sociology. The need for a systematic approach to establishing the validity of intensive interview data.

    The Adequacy of Intensive Interview Data: Preliminary Suggestions for the Measurement of Validity * · 1983 · DOI

  • Future research might be devoted to the importance of observation or the amount of standardization necessary. The study of the reliability of judgements in other contexts, such as performance appraisal, could be valuable.

    Inter‐rater reliability of judgements of functional levels and skill requirements of jobs based on written task statements · 1983 · DOI

  • Despite the importance of interrater reliability assessments to ensure research quality, to the best of our knowledge there is no guideline to date specifying how they should be conducted to avoid potentially detrimental effects of ‘coders’ degrees of freedom’ (CDF) and ‘questionable coder practices’ (QCP).

    BRAVO – a workflow for improving rating reliability in behavioural research · 2025 · DOI

  • To investigate the use of weighted kappa in the analysis of agreements and disagreements.

    Nominal Scale Agreement Among Observers · 1986 · DOI

  • The study uses a simulation approach, which may not reflect real-world scenarios. The number of categories was limited to 100.

    The Effect of Number of Rating Scale Categories on Levels of Interrater Reliability : A Monte Carlo Investigation · 1985 · DOI

  • The clinical investigator has no satisfactory solution to the fundamental a priori problem of deciding how many rating categories to use. Previous research has not provided a clear answer to this problem.

    The Effect of Number of Rating Scale Categories on Levels of Interrater Reliability : A Monte Carlo Investigation · 1985 · DOI

  • On the usual assumptions--that D was generated by a Poisson process and that E is based on such large numbers that it can be taken as without error--the long established, but apparently little known, link between the Poisson and chi 2 distributions provides both an exact test of significance and expressions for obtaining exact (1-alpha) confidence limits on the SMR.

    Simple exact analysis of the standardised mortality ratio. · 1984 · DOI

  • To apply the method to other scenarios, such as non-normal data. To evaluate the effectiveness of the method in different fields. To develop new methods for computing confidence intervals.

    Fiducial Confidence Intervals for Agreement Measures Among Raters Under a Generalized Linear Mixed Effects Model · 2026 · DOI

  • A necessidade de melhorar a segurança do diagnóstico laboratorial - A falta de estudos sobre os erros técnicos e limitações metodológicas em exames…

    ERROS TÉCNICOS E LIMITAÇÕES METODOLÓGICAS EM EXAMES LABORATORIAIS: ANÁLISE CIENTÍFICA DA GOTA ESPESSA, TESTE DE WIDAL E HEMOGRAMA · 2026 · DOI

  • A synthesis of over 2,100 meta-analyses related to achievement. London: Routledge.

    Die Wirkung des multimodalen Feedbacks auf die Schreibfertigkeit von Deutschlernenden · 2026 · DOI

  • This contrast highlights the importance of task type and task structure in shaping scoring outcomes and offers a coherent framework for interpreting the mixed results reported in prior comparisons of AI and human assessment…

    Bridging minds and machines: a comparative study of AI and human rater agreement and reliability in educational assessment · 2026 · DOI

  • Retrospective character of the study, - Data are insurance data primarily collected for financial purposes, - Database does not provide information about the underlying reason for treatment, - Limited generalizability due to differences…

    The replicability of real-world evidence for the surgical treatment of proximal humeral fractures in older patients evaluated using sceptical p-value · 2026 · DOI

  • Evaluation of information given in the three articles on housing of the animals (35% identical answers) and preconditions or pretreatments (42%) varied widely.

    Inter-observer Agreement on a Checklist to Evaluate Scientific Publications in the Field of Animal Reproduction · 2012 · DOI

  • The paper identifies a gap in the literature regarding the correction of the point-biserial correlation for attenuation due to unequal sample size. The paper discusses the limitations of prior methods for estimating the population standard deviation.

    Correcting the Point-Biserial Correlation for Attenuation Owing to Unequal Sample Size · 1986 · DOI

Most-cited papers in Reliability and Agreement in Measurement

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Open questions raised by papers listed on this page include: (1) The gap in the literature is the lack of a comprehensive assessment of replication in the context of real-world evidence (“The replicability of real-world evidence for the surgical treatment of proximal…”, 2026); (2) Future research should investigate the application of the correction method in various fields (“Correcting the Point-Biserial Correlation for Attenuation Owing to Unequal…”, 1986); (3) The role of the hearer in shaping the conversation is not fully understood (“Between and within: Alternative sequential treatments of continuers and…”, 1986); (4) The lack of general procedures to analyze agreements and disagreements among observers (“Nominal Scale Agreement Among Observers”, 1986); (5) The lack of consideration of validity in qualitative sociology (“The Adequacy of Intensive Interview Data: Preliminary Suggestions for the…”, 1983). 212 gap statements have been mined from Reliability and Agreement in Measurement papers in our 4.5M-paper local library, which holds 1,061 papers on the topic; the gaps come from whichever of those papers state one. They are mostly the research gaps the authors state and the papers' abstracts, plus future-work, limitations and challenges passages. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one, so you can read the original claim in context.

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