{"id":"W4210636091","doi":"10.1002/alz.054217","title":"Automatic prediction of cognitive and functional decline using baseline MRI and cognitive scores","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; McGill University; Université Laval; Montreal Neurological Institute and Hospital","funders":"","keywords":"Alzheimer's Disease Neuroimaging Initiative; Clinical Dementia Rating; Dementia; Montreal Cognitive Assessment; Neuroimaging; Cognition; Entorhinal cortex; Cognitive decline; Audiology; Psychology; Atrophy; Cognitive impairment; Internal medicine; Medicine; Physical medicine and rehabilitation; Disease; Neuroscience; Hippocampus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001338269,0.0009015339,0.0006972426,0.0009424104,0.0001656848,0.00059288,0.000580874,0.0006482203,0.001132257],"category_scores_gemma":[0.001984647,0.0001876782,0.00084754,0.000377215,0.0001260026,0.000442459,0.000320946,0.0006220355,0.0008448086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004484054,"about_ca_system_score_gemma":0.0005344674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008688626,"about_ca_topic_score_gemma":0.008264857,"domain_scores_codex":[0.9996966,0.00005110451,0.00002073871,0.0001219096,0.00004177976,0.00006782798],"domain_scores_gemma":[0.9992895,0.0003120104,0.00006311486,0.0000728269,0.0002118083,0.00005073249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003207564,0.001218136,0.4942063,0.0001917761,0.0006458152,0.0003466055,0.0001090989,0.153044,0.01695687,0.0002097163,0.007689553,0.3221746],"study_design_scores_gemma":[0.00005305216,0.0004241059,0.1639024,0.00003852335,0.0001893733,0.0002450619,0.00004159206,0.8265389,0.007271332,0.0005451707,0.0007055706,0.00004507875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610674,0.001309341,0.02848231,0.0001919221,0.0001009473,0.0000968145,0.005495416,0.001740956,0.001514848],"genre_scores_gemma":[0.9902023,0.0001124834,0.005239618,0.0000296733,0.00003002672,0.00004684794,0.003646473,0.00001572967,0.0006769153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008688626,"threshold_uncertainty_score":0.01727611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235385317929277,"score_gpt":0.3184897315809764,"score_spread":0.2761358784016836,"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."}}