{"id":"W7117156008","doi":"10.1002/alz70855_104136","title":"Integrating metabolism into a computational model of brain health across the human lifespan","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Energy metabolism; Trajectory; Human health; Energy (signal processing); Point (geometry); Human brain","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000742116,0.0005834965,0.0007487208,0.0006213679,0.0004714109,0.001258626,0.00153135,0.001701729,0.00368876],"category_scores_gemma":[0.003590339,0.0005561822,0.00141053,0.0006364856,0.0008239932,0.001348145,0.001104703,0.00119549,0.000404067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001520487,"about_ca_system_score_gemma":0.001581209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02410327,"about_ca_topic_score_gemma":0.01560589,"domain_scores_codex":[0.999788,0.00009203092,0.000009234906,0.00005938456,0.00002581697,0.00002556889],"domain_scores_gemma":[0.9990329,0.0006181188,0.00008897044,0.00005623918,0.0001083255,0.00009550134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003950644,0.00002611368,0.002881035,0.00003459382,0.00006630978,0.00009129856,0.00009606298,0.9755604,0.000294746,0.01667241,0.0006506797,0.003586788],"study_design_scores_gemma":[0.00001324018,0.00001760232,0.0006743912,0.000009224254,0.00002008715,0.00003529792,0.00001908967,0.9802166,0.00003666058,0.01816592,0.0007822068,0.000009674387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3148235,0.001993718,0.6478888,0.009569843,0.0003677765,0.0001517812,0.003293906,0.0006166378,0.02129398],"genre_scores_gemma":[0.9177285,0.00147245,0.06647786,0.0008640574,0.0002035741,0.0006235828,0.0009226105,0.0001404153,0.01156696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02410327,"threshold_uncertainty_score":0.04792595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04226655163917307,"score_gpt":0.3889813998941295,"score_spread":0.3467148482549564,"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."}}