{"id":"W4254483809","doi":"10.1121/1.4799746","title":"Can co-speech hand gestures facilitate learning of non-native tones?","year":2013,"lang":"en","type":"article","venue":"Proceedings of meetings on acoustics","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Gesture; Mandarin Chinese; Modalities; Speech recognition; Perception; Psychology; Cognition; Cognitive load; Tone (literature); Computer science; Linguistics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003369722,0.0002996932,0.0001851636,0.0001346925,0.0001445976,0.0004583872,0.0002724459,0.0003467799,0.002863912],"category_scores_gemma":[0.002428794,0.000108801,0.000137861,0.00007917541,0.0004215639,0.0004925001,0.000395258,0.000306352,0.000495454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265185,"about_ca_system_score_gemma":0.0004354363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002177326,"about_ca_topic_score_gemma":0.003765886,"domain_scores_codex":[0.9998432,0.0000449461,0.000008146466,0.00003486058,0.00003561999,0.00003322203],"domain_scores_gemma":[0.9994578,0.0002779903,0.00009369518,0.00004361446,0.00002818178,0.00009874952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003041188,0.002384249,0.02900922,0.0009453337,0.00006997798,0.001281545,0.004638286,0.0005741273,0.5026655,0.001229765,0.001053279,0.4531076],"study_design_scores_gemma":[0.0004335677,0.01073305,0.779738,0.000382558,0.0002817945,0.002005436,0.007240681,0.003618522,0.1765455,0.004213201,0.01473211,0.00007550505],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994786,0.0005421535,0.0005536001,0.0001543377,0.00002019354,0.0000179927,0.00002063924,0.00003408659,0.003871078],"genre_scores_gemma":[0.9968489,0.0005735669,0.001131288,0.0000503909,0.000007848647,0.00001658192,0.00002169589,0.000005643408,0.001344012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002863912,"threshold_uncertainty_score":0.009580731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696700952399215,"score_gpt":0.3055531232644609,"score_spread":0.2785861137404688,"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."}}