AMED, Japan Agency for Medical Research and Development; Adabag, Adaptive Bagging; Adaboost, Adaptive Boosting; BD, Bipolar disorder; BDI-II, Beck Depression Inventory, Second Edition; BNN, Bayesian Neural Networks; CDR, Clinical Dementia Rating; CDT, Clock Drawing Test; CNN, Convolutional Neural Networks; CPP, cepstral peak prominence; DSM-5, Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition; Depression; F0, fundamental frequency; F1, F2, F3, first, second, and third formant frequencies; FedRAMP, Federal Risk and Authorization Management Program; GCNN, Gated Convolutional Neural Networks; GDS, Geriatric Depression Scale; HAM-D, Hamilton Depression Rating Scale; IEC, International Electrotechnical Commission; ISO, International Organization for Standardization; LM, Wechsler Memory Scale-Revised Logical Memory; LSTM, Long Short-Term Memory Networks; M.I.N.I., Mini-International Neuropsychiatric Interview; MADRS, Montgomery-Asberg Depression Rating Scale; MARS, Motor Agitation and Retardation Scale; MCI, mild cognitive impairment; MDD, Major depressive disorder; MFCC, mel-frequency cepstrum coefficients; MMSE, Mini-Mental State Examination; MRI, magnetic resonance imaging; Machine learning; MoCA, Montreal Cognitive Assessment; NPI, Neuropsychiatric Inventory; Natural language processing; Neurocognitive disorder; PET, positron emission tomography; PROMPT, Project for Objective Measures Using Computational Psychiatry Technology; PSQI, Pittsburgh Sleep Quality Index; RF, Random Forest; RGB, red, green, blue; SCID, Structural Clinical Interview for DSM-5; SVM, Support Vector Machine; SVR, Support Vector Regression; Screening; UI, uncertainty interval; UMIN, University Hospital Medical Information Network; UV, ultraviolet; YLDs, years lived with disability; YMRS, Young Mania Rating Scale