{"id":"W7117094155","doi":"","title":"Multimodal Interaction System Supported by Digital Humans","year":2025,"lang":"en","type":"dissertation","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Face recognition and analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empathy; Facial expression; Metaverse; Uncanny valley; Multimodal interaction; Avatar; Virtual actor; Human interaction; Face (sociological concept)","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":[0.0006024506,0.000410951,0.0002995564,0.0002906168,0.0003040785,0.0008197958,0.0005242302,0.0005329077,0.01750187],"category_scores_gemma":[0.001230685,0.0001320777,0.0003472336,0.0001246593,0.0003260768,0.000751244,0.002093762,0.0002754343,0.001931425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189597,"about_ca_system_score_gemma":0.0001850992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004761665,"about_ca_topic_score_gemma":0.0004261973,"domain_scores_codex":[0.9995771,0.0001338455,0.00002478741,0.00009513229,0.0001106541,0.00005848206],"domain_scores_gemma":[0.9996642,0.0001273122,0.00002431028,0.00006943395,0.00006380928,0.00005103248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002770112,0.0005017908,0.003935597,0.00085574,0.0001544689,0.002123637,0.005638424,0.006916598,0.6010151,0.02150658,0.01760105,0.3369809],"study_design_scores_gemma":[0.00058213,0.004635285,0.02463796,0.0004591569,0.000517276,0.008471243,0.003425988,0.2623316,0.3085648,0.01735765,0.3684435,0.0005733225],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4010056,0.0009044188,0.5238058,0.0003940255,0.000334529,0.0008368591,0.0007799971,0.0121966,0.05974224],"genre_scores_gemma":[0.8820173,0.0002616642,0.089998,0.0002557439,0.00006729026,0.0006864379,0.0005427598,0.0002622631,0.0259085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01750187,"threshold_uncertainty_score":0.05854958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04765752272556432,"score_gpt":0.377299284356748,"score_spread":0.3296417616311837,"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."}}