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choicemaker version 2.7.1  (ChoiceMaker Technologies)

 
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    ChoiceMaker Technologies choicemaker version 2.7.1
    Choicemaker Version 2.7.1, supplied by ChoiceMaker Technologies, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/machine+learning+algorithms+software+implementations/choicemaker+software/pm32250677-85-7-12
    Average 90 stars, based on 1 article reviews
    choicemaker version 2.7.1 - by Bioz Stars, 2026-09
    90/100 stars

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    Article Title: Association between Malnutrition and Delirium in Older Chronic Kidney Disease Patients Admitted to Intensive Care Units: A Data Linkage Study.
    Article Snippet: The ChoiceMaker software utilises a probabilistic approach as well as an automated blocking algorithm and machine learning technique for ‘scoring’ or assigning weights.

    Article Title: Trends in cause-specific mortality among people with hepatitis C virus in New South Wales, Australia.
    Article Snippet: This process involved probabilistic record linkage techniques, with scoring calculated using a machine learning approach and absolute rules applied through ChoiceMaker software, to match hospitalisation and mortality records for individuals with HBV or HCV notifications (Lawrence et al., 2008).

    Article Title: Single-Parent Births in California: A Population-Based Examination of the Risk of Child Protective Services Involvement.
    Article Snippet: 1 College of Social Work, University of Utah, 395 1500 E, Salt Lake City, UT 84112, USA 2 Suzanne Dworak-Peck School of Social Work, Children’s Data Network, University of Southern California, Los Angeles, CA 90007, USA 3 Factor-Inwentash Faculty of Social Work, University of Toronto, 246 Bloor Street W, Toronto, ON M5S 1V4, Canada 4 Brown School, Washington University in St. Louis, St Louis, MO 63130, USA 5 Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA 6 School of Social Work, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA Abstract Objectives The current study examined differential rates of child protective services (CPS) involvement between infants with one or two legally established parents at birth.. Methods Vital birth records were used to document all children with a registered birth in California in 2017 (N = 470,854).. This birth cohort was then prospectively followed in linked CPS records through age 1 year.

    Article Title: Exploring the utility of synthetic data to extract more value from sensitive health data assets: A focused example in perinatal epidemiology.
    Article Snippet: The QLD Department of Health maintains a master linkage file (MLF) using probabilistic linkage (Choicemaker software), with a range of quality assurance procedures undertaken before, during, and after linkage to ensure data quality.19 Synopsis Study question To determine if using data synthesised from de- identified health administrative data collections can replicate two prenatal epidemiological associations while accounting for privacy concerns.

    Article Title: Using latent variable modelling to identify etiological heterogeneity in preterm delivery.
    Article Snippet: Probabilistic linkage (Choicemaker software) is undertaken routinely at the Queensland Department of Health and stored as part of a master linkage file (MLF), for which a range of quality assurance procedures are undertaken before, during and after linkage to ensure data quality.21 Within this data, a total of 7714 primiparous mothers delivered three consecutive singleton live births (total births = 23 142), and comprise the sample for all analyses (no missing data).

    Article Title: Trajectories in mammographic breast screening participation in middle-age overweight and obese women: A retrospective cohort study using linked data.
    Article Snippet: CHeReL uses Choicemaker Software [23] for linkage which supports standardisation, has an automated blocking algorithm and uses machine learning to score/assign weights.

    Article Title: Assessing the effects of SARS-CoV-2 vaccination on the risk of household transmission during delta variant circulation: a population-based data linkage cohort study
    Article Snippet: It uses a combined deterministic and probabilistic matching algorithm from the Choicemaker software package, with all unclear or undetermined matching results being verified individually by trained staff using established decision-making algorithm.

    Article Title: Associations Between Supported Accommodation and Health and Re-offending Outcomes: a Retrospective Data Linkage Study
    Article Snippet: Databases were linked to individuals identified in the PACE dataset by the Centre for Health Record Linkage (CheReL) using probabilistic linkage and ChoiceMaker software [ ].



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