{"id":"W7084049619","doi":"10.1109/iri66576.2025.00029","title":"Early Detection of Alzheimer's Using MRIs and Explainable 3D CNNs","year":2025,"lang":"en","type":"article","venue":"","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Interpretability; Pattern recognition (psychology); Neuroimaging; Preprocessor; Convolutional neural network; Binary classification; Pipeline (software); Cognition","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":[0.0004108247,0.001182271,0.000495634,0.0009591116,0.0002060381,0.0007097113,0.0008639732,0.000806041,0.001252006],"category_scores_gemma":[0.001150317,0.000591172,0.001133984,0.0004517917,0.0002993893,0.0006157389,0.0007470517,0.0007557365,0.0005123922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008086359,"about_ca_system_score_gemma":0.0005063409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602831,"about_ca_topic_score_gemma":0.02099316,"domain_scores_codex":[0.9998617,0.0000182686,0.000006428004,0.00004646206,0.00003114286,0.00003602678],"domain_scores_gemma":[0.9998017,0.00005993768,0.00003915734,0.00002783815,0.00005584856,0.00001540665],"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":[0.0004067673,0.0001427361,0.01716882,0.000224809,0.0003270796,0.0007265522,0.000148491,0.573218,0.03394817,0.004620339,0.006954357,0.3621139],"study_design_scores_gemma":[0.000004134652,0.00002613385,0.002046508,0.00002135386,0.00003234429,0.0001096791,0.000009201295,0.9904938,0.004228892,0.001800516,0.001215619,0.00001179275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2119122,0.004206521,0.7702079,0.00117702,0.0002930518,0.000127994,0.002230162,0.004594312,0.005250871],"genre_scores_gemma":[0.8724348,0.001592049,0.1191312,0.0003650949,0.0001207344,0.00007403494,0.001701772,0.0001518613,0.004428508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01602831,"threshold_uncertainty_score":0.03187007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04840455736403601,"score_gpt":0.3525434313856858,"score_spread":0.3041388740216497,"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."}}