{"id":"W4317036943","doi":"10.3389/fpsyt.2022.1057513","title":"Virtual reality-based monitoring test for MCI: A multicenter feasibility study","year":2023,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; Ministry of Trade, Industry and Energy; Ministry of Food and Drug Safety; Korea Medical Device Development Fund","keywords":"Montreal Cognitive Assessment; Dementia; Cognition; Receiver operating characteristic; Analysis of covariance; Cognitive Assessment System; Audiology; Psychology; Cognitive decline; Medicine; Area under the curve; Cognitive test; Clinical psychology; Cognitive impairment; Internal medicine; Psychiatry; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002186213,0.000906049,0.0006172436,0.0007692083,0.000607472,0.0004323946,0.0003965349,0.0006293506,0.00111482],"category_scores_gemma":[0.002977577,0.0003673387,0.0005527399,0.0004090826,0.0003784666,0.0005959271,0.0006321402,0.0004408667,0.0005334713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140149,"about_ca_system_score_gemma":0.0004793465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162754,"about_ca_topic_score_gemma":0.001264898,"domain_scores_codex":[0.9990201,0.0004515391,0.00009750943,0.0001849121,0.0001542125,0.00009163807],"domain_scores_gemma":[0.9987203,0.0002091119,0.0003025227,0.0001196187,0.0003166736,0.0003317442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01189519,0.01245844,0.9332038,0.0001289452,0.000427342,0.000522492,0.001225081,0.0004170638,0.007078184,0.0001136553,0.0005138539,0.03201605],"study_design_scores_gemma":[0.002367459,0.04296665,0.9497144,0.00002352641,0.0002038731,0.001133293,0.0005574126,0.001138465,0.0007611287,0.0001061816,0.0009890711,0.00003857445],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981704,0.0001525812,0.0005749822,0.00002139674,0.00000739508,0.0005598037,0.0001838215,0.00000873584,0.0003209583],"genre_scores_gemma":[0.9948593,0.0001211383,0.00298071,0.00004967069,0.00003330543,0.0009943853,0.000661366,0.000005228706,0.0002948033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002186213,"threshold_uncertainty_score":0.01156193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0613272343328834,"score_gpt":0.3856510678784753,"score_spread":0.3243238335455919,"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."}}