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SciPoll 396: SOT/EUROTOX Debate: Is There a Role for Artificial Intelligence (AI) and Machine Learning (ML) in Risk Decisions?

What is your level of experience with conducting or interpreting results from AI- and ML-based toxicity prediction models?

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Results
(129 Answers)

Answer Explanations

  • Limited
    user-711942

    I’ve had more recent experience in the last 3 years

  • Limited
    user-918734

    Do some consulting in the field. Work on algorithms in the social sciences.

  • Extensive
    user-446741

    SAB and BoD member for computational chemistry/toxicology company.

  • Limited
    user-320876

    I have written an article (in press) on cancer artificial intelligent, where detailed future priorities were suggested to be focused on integration and analyses of a large body of isolated available data to identify numerous knowledge gaps on electrobiology of immune neuroplasticity in health or disease processes before giving isolated and disconnected data to AI which could complicate accurate risk assessment formulations.

  • None
    user-483397

    Non-existant at time of retirement 9 yrs ago.

  • Limited
    user-542826

    Experience based on reliability of ADS

  • Moderate
    user-43697

    Working with all available QSAR models (DEREK, Sarah, OECD models, previously Topkat etc)

  • Limited
    user-441980

    I am really willing to learn more in AI & ML.

  • Extensive
    user-678105

    I have used numerous AI and ML programs and now consider them a waste of time.

  • Moderate
    user-598239

    graph theory, nodal analysis, #D reconstruction, etc.

  • Moderate
    user-74194

    I used these techniques myself, have read extensively in this area and have reviewed the work of others.

  • Moderate
    user-718379

    Been doing qsar for 20 years

  • Limited
    user-125195

    My experience was in managing programs to develop and apply such approaches with the goal to inform regulatory and other decisions and not to actually conduct and evaluate such studies

  • Limited
    user-528003

    use of (Q)SAR for predicting mutagenicity of compounds

  • Moderate
    user-77300

    Moderate

  • Moderate
    user-532952

    I have as a professor been involved with HACCP and risk assessment since I returned to academia in about 1990, when computers and AI were just starting. So I still review a lot of research in One Health and Food Safety, that are aligned to risk and hazard analysis. My feeling is , when reading publications, that some authors are relying on machine generated answers , rather than logical reasoning, to estimate risks. This results in over or under estimation of risks. For instance SARS-1 was overestimated and SARS-3 underestimated in the literature.

  • Extensive
    user-377267

    In my provison as chair of the CONTAM Panel of EFSA (Parma, Italy), I frequently use AI and ML in risk assessment.

  • Moderate
    user-995929

    Mostly for prediction.

  • None
    user-480186

    Only reading about.

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