{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008976181,0.0002565764,0.0009074183,0.0002510837,0.00006401704,0.00003866936,0.0001953934,0.0002143984,0.000009566449],"category_scores_gemma":[0.0001135168,0.0001413558,0.0002389829,0.0006290975,0.00009411211,0.000116674,0.00005908802,0.0007077498,0.000009326909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837156,"about_ca_system_score_gemma":0.0001881884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004296262,"about_ca_topic_score_gemma":0.00001713919,"domain_scores_codex":[0.9976114,0.0007076657,0.0007773631,0.0003930291,0.0002522538,0.000258267],"domain_scores_gemma":[0.9991213,0.00009714252,0.0004290303,0.0002528706,0.00004494791,0.00005471832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000065185,0.0001830789,0.00002635811,0.04939332,0.00004156079,0.000003173847,0.0007358552,6.291231e-9,2.796067e-9,0.00002707569,0.005405062,0.944178],"study_design_scores_gemma":[0.001093453,0.0006594879,0.0008140276,0.5706798,0.0006563018,0.0004457978,0.008629049,0.000008706055,1.323609e-7,0.001205893,0.4153293,0.0004779979],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006030008,0.9868379,0.0006908329,0.0000956861,0.001558804,0.002946703,0.0002473949,0.0000174922,0.007544847],"genre_scores_gemma":[0.004611583,0.9941648,0.00002168699,0.0002782472,0.00005658383,0.0003604997,0.0002077095,0.00002909963,0.0002698493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9437,"threshold_uncertainty_score":0.5764323,"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."}}