{"id":"W4400429702","doi":"10.3389/fdgth.2024.1335289","title":"Emotion expressions and cognitive impairments in the elderly: review of the contactless detection approach","year":2024,"lang":"en","type":"review","venue":"Frontiers in Digital Health","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; National Research Council Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cognition; Cognitive decline; Population; Facial expression; Psychology; Electroencephalography; Population ageing; Depression (economics); Medicine; Cognitive psychology; Psychiatry; Dementia; Pathology; Disease; Communication; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001084302,0.001035636,0.001991778,0.003190162,0.0003769863,0.001313407,0.0009635611,0.001308866,0.002996651],"category_scores_gemma":[0.002217952,0.0003801528,0.001121747,0.003017289,0.0007357821,0.001447753,0.0008419381,0.001340842,0.0008392995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008214093,"about_ca_system_score_gemma":0.002036173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004317097,"about_ca_topic_score_gemma":0.006181851,"domain_scores_codex":[0.9996533,0.00007834942,0.00008877323,0.00006871112,0.00009108354,0.00001979503],"domain_scores_gemma":[0.9983578,0.001210799,0.0001368132,0.00002254412,0.0002255763,0.00004636997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007948095,0.00006891682,0.0003726279,0.07291216,0.0002410819,0.0001098312,0.0002129487,0.0001560071,0.0003438222,0.001491351,0.01103487,0.912977],"study_design_scores_gemma":[0.00005027465,0.0003499003,0.01043106,0.09815936,0.001812298,0.002874374,0.0006705009,0.0002552191,0.0006002561,0.0037194,0.8809847,0.00009263861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004787403,0.9995217,0.00003619323,0.0001121484,0.00005514899,0.000003239491,0.000008178074,0.000001601628,0.0002138412],"genre_scores_gemma":[0.000445513,0.9992104,0.00007365296,0.00009620129,0.00007612727,0.000006614477,0.00001033895,5.953738e-7,0.00008044115],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004317097,"threshold_uncertainty_score":0.01002479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0523505534799188,"score_gpt":0.3834482656795761,"score_spread":0.3310977121996573,"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."}}