{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007188708,0.0007257945,0.001124881,0.000753935,0.0003577351,0.0006616262,0.001287327,0.001193211,0.002087475],"category_scores_gemma":[0.001199428,0.0002642593,0.001083572,0.0005605323,0.0001387652,0.0007350792,0.0006726293,0.001242735,0.001186411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005039962,"about_ca_system_score_gemma":0.0007471841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01877475,"about_ca_topic_score_gemma":0.02062225,"domain_scores_codex":[0.999754,0.00005265158,0.00001362173,0.00007879824,0.00004641605,0.00005464465],"domain_scores_gemma":[0.9996051,0.000124007,0.00001622114,0.00004277555,0.0001847466,0.00002726843],"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":[0.0008942552,0.0005992905,0.01189982,0.0001649966,0.000582667,0.0003995041,0.0001114544,0.3890442,0.01336931,0.002559794,0.02112226,0.5592524],"study_design_scores_gemma":[0.000005909494,0.00004509453,0.001168003,0.000009371464,0.00006103333,0.000055205,0.00000720025,0.9962417,0.001044155,0.000673348,0.0006817766,0.000007265101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.298046,0.01342702,0.6692875,0.002233267,0.001466385,0.0001021129,0.002822812,0.004236751,0.008378205],"genre_scores_gemma":[0.9319221,0.001626321,0.04859819,0.0005790119,0.0003221126,0.0000647846,0.002474074,0.0001134638,0.01430001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01877475,"threshold_uncertainty_score":0.03733093,"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."}}