{"id":"W7134192215","doi":"10.1109/icngn67480.2025.11413794","title":"Attention Enhanced Ensembled Model for Alzheimer’s Disease Detection","year":2025,"lang":"","type":"article","venue":"","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Disease; Immune system; Feature (linguistics); Antibody","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":[0.0006455815,0.0003767307,0.000351927,0.0003538925,0.0008083781,0.0003324928,0.0007948141,0.0002062937,0.00004057854],"category_scores_gemma":[0.0003825549,0.000404072,0.0003365623,0.0007793375,0.00005427819,0.0005366519,0.0003521194,0.0003857696,0.0000569703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768934,"about_ca_system_score_gemma":0.0007247361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486577,"about_ca_topic_score_gemma":0.0001862668,"domain_scores_codex":[0.9966277,0.0002633493,0.000744117,0.001265569,0.0003746077,0.0007245981],"domain_scores_gemma":[0.9974068,0.0002714934,0.0002557596,0.001134278,0.0005863385,0.0003453223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004856999,0.0002215801,0.0005692882,0.0007561112,0.0001482053,0.000002243009,0.0005447782,0.09989009,0.004681125,0.05404399,0.0005905756,0.8380663],"study_design_scores_gemma":[0.0008641085,0.0001283031,0.003817142,0.0001791713,0.000192134,5.68696e-7,0.00001663136,0.97891,0.003161151,0.01209358,0.0002863946,0.0003507632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01044961,0.001013712,0.974622,0.007222611,0.002592302,0.001944888,0.000009844424,0.0003937046,0.001751374],"genre_scores_gemma":[0.9614776,0.00005688646,0.02542869,0.001348948,0.0001353687,0.0003808764,0.00001095934,0.00002526506,0.01113541],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.951028,"threshold_uncertainty_score":0.9998411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751113818336785,"score_gpt":0.341385859736017,"score_spread":0.3038747215526492,"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."}}