{"id":"W4405785430","doi":"10.1109/iros58592.2024.10801673","title":"React to This! How Humans Challenge Interactive Agents using Nonverbal Behaviors","year":2024,"lang":"en","type":"article","venue":"","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Nonverbal communication; Computer science; Human–computer interaction; Multimedia; Communication; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001652374,0.00007345536,0.00007284492,0.00004207172,0.0002398888,0.0001859478,0.0001160717,0.00006860932,0.002274261],"category_scores_gemma":[0.00003029709,0.0000552591,0.00005887092,0.0001817313,0.00003519113,0.0005577469,0.00003811051,0.0001105851,0.0003442868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003662802,"about_ca_system_score_gemma":0.00006595088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008497326,"about_ca_topic_score_gemma":0.005656524,"domain_scores_codex":[0.9992275,0.00006215667,0.00006708766,0.0001924734,0.0002478652,0.0002029454],"domain_scores_gemma":[0.9997509,0.00001958898,0.00001588451,0.00007144467,0.00004221704,0.00009993369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002478017,0.0001989711,0.0002162058,0.00002876021,0.00008651377,0.0002917133,0.8047991,0.000004679277,0.01711532,0.0244593,0.06018685,0.09258776],"study_design_scores_gemma":[0.0001599025,0.000171614,0.0009445673,0.0002049916,0.0001050046,0.000005159271,0.1927683,0.0004274493,0.001104803,0.0003875215,0.8032187,0.0005020237],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7172529,0.0002732627,0.0002152684,0.00554608,0.001274014,0.0003134088,0.000008564129,0.0002845476,0.274832],"genre_scores_gemma":[0.9777433,0.00003747515,0.0001757427,0.0001796987,0.0003761804,0.000006623215,0.000005301603,0.000007039899,0.02146869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7430319,"threshold_uncertainty_score":0.9986378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06102021805572681,"score_gpt":0.3837710405820267,"score_spread":0.3227508225262998,"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."}}