{"id":"W4367677155","doi":"10.21203/rs.3.rs-2734771/v1","title":"Application of Explainable Artificial Intelligence in Alzheimer's Disease Classification: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Research Square","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Trent University; Ministry of Higher Education, Research and Innovation; Nottingham Trent University","keywords":"Artificial intelligence; Disease; Computer science; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.008333552,0.001212152,0.007123037,0.005011383,0.000374706,0.002298825,0.002064856,0.001872661,0.003515154],"category_scores_gemma":[0.02994265,0.0007587319,0.007096775,0.004217656,0.0009068184,0.002294394,0.001398809,0.001471841,0.0001860059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143912,"about_ca_system_score_gemma":0.006013381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00684181,"about_ca_topic_score_gemma":0.0252445,"domain_scores_codex":[0.9958773,0.001679665,0.00113775,0.0003952335,0.0008101355,0.00009986199],"domain_scores_gemma":[0.9791311,0.01758043,0.002026868,0.0002769542,0.0008639782,0.0001206403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002983304,0.00005351274,0.002204713,0.8271658,0.02342462,0.00009799015,0.0002173591,0.0004320621,0.0001437231,0.0007701841,0.001865047,0.1433266],"study_design_scores_gemma":[0.00100247,0.0005454609,0.01118801,0.7246816,0.2255144,0.000566749,0.0004642902,0.0009432097,0.0003262866,0.002450229,0.03218991,0.0001274558],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006173318,0.9987195,0.0001965058,0.0001495967,0.00005115842,0.00008666884,0.00007689902,0.000004110681,0.00009825925],"genre_scores_gemma":[0.01254845,0.9858068,0.0009939375,0.0003373877,0.00006041848,0.0001050848,0.0000914718,0.000002652527,0.00005366648],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008333552,"threshold_uncertainty_score":0.04407257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3143247531361354,"score_gpt":0.5202328607994822,"score_spread":0.2059081076633468,"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."}}