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oai:figshare.com:article/33810871 2026-09-15T17:34:26Z category_4 category_7 category_12 category_14 category_21 category_24 category_873 category_931 category_64 category_132 portal_5 item_type_3 month_year_09_2026

<p>Top: Success rate overview of all models tested. Discrete Masks: Jaccard Similarity. Continuous solution: NC Coeff. Bottom: ANOVA summary results. Display format: Mean [95% confidence interval].</p> Miguel Martínez Lozano (24948286) Heinz D. Wanzenboeck (1345005) Sonia Prado-López (18543640) Biochemistry Medicine Cell Biology Molecular Biology Biotechnology Evolutionary Biology Chemical Sciences not elsewhere classified Information Systems not elsewhere classified Cancer Infectious Diseases times surpassing 90 e ., without specific cancer cells models perform worse models largely depends making regression models fast machine learning dimensional cell models study findings demonstrate cancer spheroids using machine learning identification pancreatic cancer spheroids three staining procedures machine learning cancer research supported identification pancreatic hs cell death 766t spheroids xlink "> unsupervised ones subsequently learn strong correlation stains serve scattered spots results show profound impact previously considered present challenges physiologically relevant normalized coefficient microscopic images larger cluster ground truth dark spots certain aspects based system appropriate solution 3d cultures <p>Top: Success rate overview of all models tested. Discrete Masks: Jaccard Similarity. Continuous solution: NC Coeff. Bottom: ANOVA summary results. Display format: Mean [95% confidence interval].</p> 2026-09-15T17:34:02Z Dataset Dataset 10.1371/journal.pone.0357972.t002 https://figshare.com/articles/dataset/_p_Top_Success_rate_overview_of_all_models_tested_Discrete_Masks_Jaccard_Similarity_Continuous_solution_NC_Coeff_Bottom_ANOVA_summary_results_Display_format_Mean_95_confidence_interval_p_/33810871 CC BY 4.0