{"id":"W4383682964","doi":"10.1145/3563657.3596099","title":"Multimodal Direct Manipulation in Video Conferencing: Challenges and Opportunities","year":2023,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Gesture; Modality (human–computer interaction); Multimedia; Human–computer interaction; Usability; Videoconferencing; Popularity; Embodied cognition; Component (thermodynamics); Teleconference; Augmented reality; Interactive media; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0004842481,0.00004026692,0.00007683035,0.0001713539,0.00009996397,0.00001411591,0.0001100557,0.00008225891,0.0001037462],"category_scores_gemma":[0.0001709166,0.00003973381,0.000008964584,0.00008923875,0.0001389981,0.00008450446,0.00005823395,0.0000604726,0.00002433455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001905372,"about_ca_system_score_gemma":0.00003630532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731727,"about_ca_topic_score_gemma":0.01763385,"domain_scores_codex":[0.9994814,0.0001184039,0.00009432276,0.00009359662,0.0000864242,0.0001258359],"domain_scores_gemma":[0.999576,0.0002219602,0.00002293594,0.0001173602,0.00002512471,0.00003664668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002248042,0.00001463007,0.004436733,0.000005343125,0.000003421312,0.000002752242,0.01975354,0.000001417059,0.00004165741,0.6800488,0.0001376742,0.2955517],"study_design_scores_gemma":[0.0008757653,0.00003873049,0.5302557,0.00004412896,0.000006427317,8.931377e-7,0.146151,0.01610288,0.0001457408,0.0276936,0.2783313,0.0003537144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3528199,0.000651715,0.00001150859,0.03624723,0.00009140324,0.0001841543,5.983528e-7,0.0006151602,0.6093783],"genre_scores_gemma":[0.9803931,0.01744108,0.0001521833,0.00006331802,0.00001449346,0.00001873386,0.000003878331,0.000003353071,0.001909913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6523553,"threshold_uncertainty_score":0.9840101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.278269350060696,"score_gpt":0.3673489412130724,"score_spread":0.08907959115237635,"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."}}