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     Quick Explanation


    I can’t responsibly compute or plot “survey-to-registry linkage success rates for NCD monitoring in Europe by socioeconomic status” from the raw-data extract you provided—your extract contains linkage metrics for the China Kadoorie Biobank (CKB), not Europe/NCD-by-SES. Below are visualizations of the *only* linkage-related “success rates” present in your supplied research: CKB’s health insurance (HI) linkage rate (91% by Jan 1, 2011) and blood-sample processing success (99.98%).


     Long Explanation


    What I can (and can’t) do with your provided raw-data extract
    • Can compute/visualize: linkage/sample-success metrics explicitly stated in your provided source (CKB: HI linkage 91%; blood-processing success 99.98%).
    • Cannot responsibly claim: Europe NCD monitoring linkage success by socioeconomic status—your extract contains no Europe/SES breakdown and no “survey-to-registry” success matrix for that setting. (I’m leaving this undefined rather than guessing.)
    Visualize the only “linkage success rates” in your extract (CKB)
    These are not Europe-by-SES NCD monitoring rates; they are the health-insurance linkage and blood-processing success metrics explicitly reported by the CKB study protocol/follow-up description.
    Evidence-backed numeric details (from the cited paper)
    • 91% of survivors linked to national health insurance databases by Jan 1, 2011.
    • 99.98% blood collection processing success (and mean 10.6 hours delay to processing) is reported as a sample quality metric, not a survey-to-registry linkage metric.
    Why your requested “Europe NCD monitoring by SES” output is currently not derivable
    • Your provided research extract does not include: (i) a Europe-region scope, (ii) NCD monitoring outcome definitions tied to registries, (iii) socioeconomic-status stratification, or (iv) any “survey-to-registry linkage success” table/matrix. (I’m therefore not computing an answer that would be fabricating missing data.)
    • Even within CKB, the reported “linkage success” is specifically about linkage to HI databases as part of follow-up, not a harmonized cross-country Europe “survey-to-registry” pipeline.
    • Known limitation explicitly flagged in your extract: the cohort design prioritized recruitment efficiency over population representativeness, with an overall response rate around 30%, and potential regional/selection biases.
    Next: what I need from you to produce the exact Europe-by-SES linkage plots
    If you upload or paste the raw “survey-to-registry linkage” dataset (or a table with counts by SES × region × linkage outcome), I can generate the exact requested plot(s) without guessing. For example, a CSV would typically include: country/region, SES category, survey record count, linked registry count, and linkage success definition.
    Run a Science AI agent (recommended)
    If you want, the agent can iteratively search for the missing Europe-by-SES raw linkage datasets and produce the exact requested plots.
    Epistemic humility / uncertainty note: The figures above strictly reflect the numeric values present in the single provided source extract; they do not establish anything about Europe NCD monitoring by SES.


    Feedback:    

    Updated: April 25, 2026

     Analysis Wizard



    It computes exact linkage-success percentages and complements from the provided counts, then generates labeled Plotly bar/pie charts; it also validates required denominators exist for SES stratification before plotting.



     Hypothesis Graveyard


    “Overall linkage rate is sufficient for SES equity conclusions.” This is unlikely because overall linkage can mask SES-specific failure modes unless stratified denominators are measured.


    “Blood sample processing success is interchangeable with survey-to-registry linkage success.” Unlikely: sample processing quality is not the same as identifier-based record linkage to registries.

     Science Art


    survey-to-registry linkage success rates NCD monitoring Europe by socioeconomic status raw data Science Art

     Science Movie


    Make a narrated HD Science movie for this answer ($32 per minute)




     Discussion


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