{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002877054,0.0003941743,0.0004703668,0.007163192,0.001682662,0.001000086,0.001956736,0.0005477122,0.00001830147],"category_scores_gemma":[0.001852577,0.0003791476,0.0001588878,0.007384459,0.0005813363,0.001718698,0.0003516039,0.0009549409,0.00002987212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007372395,"about_ca_system_score_gemma":0.002450313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009135831,"about_ca_topic_score_gemma":0.00004785118,"domain_scores_codex":[0.9943183,0.00006323811,0.0007188829,0.001648154,0.002162993,0.001088445],"domain_scores_gemma":[0.9951746,0.0003767127,0.0003572492,0.0004572537,0.003432019,0.0002021863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001789494,0.00133453,0.001257069,0.001686146,0.0006254714,0.00005033112,0.0009313583,0.000004013192,0.04233485,0.1970398,0.1006165,0.653941],"study_design_scores_gemma":[0.008774019,0.005918766,0.001710696,0.005974795,0.0004084901,0.0003833717,0.02948533,0.4376183,0.2077614,0.1300041,0.1638811,0.00807963],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.439771,0.01408075,0.1002631,0.008403185,0.008977512,0.0172476,0.008491324,0.007276321,0.3954892],"genre_scores_gemma":[0.9456539,0.0005154151,0.001584971,0.00002265131,0.00007425174,0.00101833,0.003977446,0.00003185765,0.04712118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6458613,"threshold_uncertainty_score":0.9998661,"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."}}