{"id":"W4392386819","doi":"10.18280/ria.380109","title":"Dementia Alzheimer's Disease Diagnosis Using Convolutional Neural Networks on Two-Dimensional MRI Slices","year":2024,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Disease; Convolutional neural network; Neuroscience; Medicine; Artificial intelligence; Computer science; Pathology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006296851,0.0007343485,0.0004013595,0.001734759,0.0002168215,0.0008003127,0.0003941643,0.0003966639,0.0006904079],"category_scores_gemma":[0.00169246,0.0002881385,0.0005503023,0.0005961671,0.0001500208,0.0004824621,0.0005193923,0.0003701109,0.0003024905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007271664,"about_ca_system_score_gemma":0.0006137207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01658484,"about_ca_topic_score_gemma":0.02595301,"domain_scores_codex":[0.9997774,0.00004022404,0.00002198168,0.00006227532,0.00006011798,0.0000381278],"domain_scores_gemma":[0.9996916,0.00009830857,0.00005084408,0.00002850126,0.0001027177,0.00002802858],"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":[0.00138131,0.000386627,0.0695656,0.0003044938,0.0004483676,0.001255056,0.0002114194,0.1548936,0.0373335,0.001374014,0.004309677,0.7285364],"study_design_scores_gemma":[0.00001318754,0.00008394275,0.01669735,0.00005334484,0.00006794307,0.0003275184,0.00006386521,0.970799,0.01017408,0.0008252651,0.0008730488,0.0000215501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7785865,0.002747353,0.2097035,0.0004014012,0.0001426084,0.0002459518,0.001405742,0.002443605,0.004323356],"genre_scores_gemma":[0.94583,0.0007294305,0.05074536,0.00005857722,0.00003377488,0.00004581116,0.001076673,0.00002758655,0.001452664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01658484,"threshold_uncertainty_score":0.03297663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0930188732230832,"score_gpt":0.3185302134784536,"score_spread":0.2255113402553703,"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."}}