{"id":"W4413096426","doi":"10.1109/iccsp64183.2025.11088466","title":"Early Detection of Alzheimer's Disease Using Deep Learning on Neuroimaging Data: a Review and Novel Approach","year":2025,"lang":"en","type":"review","venue":"","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Neuroimaging; Computer science; Artificial intelligence; Deep learning; Disease; Alzheimer's Disease Neuroimaging Initiative; Data science; Machine learning; Neuroscience; Alzheimer's disease; Psychology; Medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003875016,0.0003300155,0.0009129382,0.0003017589,0.0002088651,0.00008202179,0.0003919701,0.00008061116,0.000009579811],"category_scores_gemma":[0.001370695,0.0002808303,0.0001615895,0.0008962018,0.0001008969,0.0002518907,0.0002540912,0.0005709,0.000006343016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000363229,"about_ca_system_score_gemma":0.0001179388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001297914,"about_ca_topic_score_gemma":4.341847e-7,"domain_scores_codex":[0.9974223,0.0004638944,0.0005964608,0.00105845,0.0002641059,0.0001947265],"domain_scores_gemma":[0.9981442,0.0003045957,0.0005677821,0.0008324634,0.00003699075,0.0001139671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004203469,0.00006418271,5.176591e-7,0.03065653,0.00001763342,0.000001619713,0.000004178845,0.000005430236,0.0003111838,0.0002574942,0.000005952958,0.9686711],"study_design_scores_gemma":[0.0005136915,0.0001303715,0.0001281937,0.06623654,0.01178345,0.0002512874,0.00002390364,0.04023017,0.0002921683,0.00002418849,0.8789533,0.001432711],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002528527,0.980859,0.01662073,0.00002683558,0.000153329,0.001071592,0.00003104098,0.0001087306,0.001126151],"genre_scores_gemma":[0.0005807074,0.9986188,0.0001836641,0.0002923482,0.0000397106,0.00005109056,0.0000266769,0.00003829456,0.0001686699],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9672384,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2021706018999452,"score_gpt":0.3691358456392941,"score_spread":0.166965243739349,"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."}}