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      "title": "What oxygen tolerance buys you in polymer chemistry",
      "date": "2026-03-04",
      "description": "Controlled radical polymerisation used to require sealed, degassed glassware. Oxygen-tolerant chemistry moved it into open well plates, and that one change is what puts polymer synthesis within reach of a liquid-handling robot.",
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        "Automation",
        "High-throughput"
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      "author": {
        "name": "Eman Ahmed",
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        "affiliation": "Rutgers, The State University of New Jersey",
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      "title": "Trusting a SAXS analysis you didn't do by hand",
      "date": "2026-01-22",
      "description": "Small-angle X-ray scattering analysis is full of judgement calls that vary between analysts. Automating it is less about speed than about making those calls explicit, and about flagging the profiles where the answer should not be trusted.",
      "tags": [
        "SAXS",
        "Machine learning",
        "Reproducibility"
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      "aboutPublication": "saxs-assistant-automated-saxs-analysis",
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      "author": {
        "name": "Eman Ahmed",
        "orcid": "https://orcid.org/0009-0008-7822-9530",
        "affiliation": "Rutgers, The State University of New Jersey",
        "url": "https://emanahmed.org/"
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    {
      "id": "biomaterials-discovery-needs-the-failures",
      "type": "note",
      "title": "Biomaterials discovery needs the experiments that failed",
      "date": "2025-11-12",
      "description": "Machine learning on biomaterials data keeps running into the same problem: the published record is a survivorship-biased sample of what worked. High-throughput experimentation is one of the few ways to fix that at the source.",
      "tags": [
        "Machine learning",
        "Biomaterials",
        "Research practice"
      ],
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      "aboutPublication": "mapping-biomaterial-complexity-machine-learning",
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      "author": {
        "name": "Eman Ahmed",
        "orcid": "https://orcid.org/0009-0008-7822-9530",
        "affiliation": "Rutgers, The State University of New Jersey",
        "url": "https://emanahmed.org/"
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    "content": "CC-BY-4.0",
    "contentUrl": "https://creativecommons.org/licenses/by/4.0/",
    "note": "Site prose and this API's metadata may be reused with attribution to Eman Ahmed (emanahmed.org). Published abstracts are reproduced from the publisher of record named in each record's `doi`; their reuse is governed by that publisher, not by this licence.",
    "attribution": "Eman Ahmed, https://emanahmed.org"
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}