{"id":"W4409438725","doi":"10.1002/qub2.70001","title":"Complex non‐Markovian dynamics and the dual role of astrocytes in Alzheimer’s disease development and propagation","year":2025,"lang":"en","type":"article","venue":"Quantitative Biology","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; Basque Center for Applied Mathematics; Eusko Jaurlaritza; Agencia Estatal de Investigación; Canada Research Chairs; Ministerio de Ciencia, Innovación y Universidades","keywords":"Dual (grammatical number); Dynamics (music); Neuroscience; Disease; Alzheimer's disease; Statistical physics; Medicine; Psychology; Physics; Philosophy; Internal medicine; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001554601,0.00009044609,0.0002169325,0.0001130902,0.00005902745,0.000005346323,0.00002906805,0.00003023303,0.000008351855],"category_scores_gemma":[0.00009778116,0.00005613984,0.00002044138,0.0001139081,0.000527277,0.00002709383,0.00005707646,0.00006287832,0.000002016985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002988455,"about_ca_system_score_gemma":0.0002105373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007883769,"about_ca_topic_score_gemma":0.0001321898,"domain_scores_codex":[0.9993272,0.0001275198,0.0001730287,0.0001685839,0.00006116213,0.0001425153],"domain_scores_gemma":[0.999509,0.0002124459,0.00004936593,0.00007951201,0.00007102276,0.00007859099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006136789,0.0003425461,0.6963413,0.00008865604,0.003217096,0.00001643659,0.0008295866,0.000001029331,0.0003236678,0.2641578,0.00001888286,0.02852621],"study_design_scores_gemma":[0.003896316,0.0002614473,0.9841678,0.00007242068,0.0002314238,0.000001655695,0.001090539,0.007334323,0.000626352,0.002197637,0.00006244022,0.000057622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842968,0.01354442,0.0002020565,0.0007933335,0.00001197951,0.0006302429,0.00003734257,0.000006157807,0.0004776728],"genre_scores_gemma":[0.9975904,0.0001078751,0.002004865,0.00005429515,0.000003951785,0.00006199935,0.0001651531,0.00000394891,0.000007547024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2878265,"threshold_uncertainty_score":0.2289316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03556140126375474,"score_gpt":0.3483912443327871,"score_spread":0.3128298430690323,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}