{"id":"W3142281412","doi":"10.15540/nr.8.1.47","title":"Avoid Zoom Fatigue, Be Present and Learn","year":2021,"lang":"en","type":"article","venue":"NeuroRegulation","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":207,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Nonverbal communication; Human multitasking; Facial expression; Zoom; Psychology; Anxiety; Cognitive psychology; Isolation (microbiology); Gaze; Face (sociological concept); Task (project management); Sitting; Gesture; Computer science; Human–computer interaction; Communication; 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":[0.00006907545,0.0000591316,0.00006086554,0.0000318812,0.00009904439,0.0001461014,0.0001202757,0.00003010849,0.0000119838],"category_scores_gemma":[0.00004717298,0.00005868097,0.00001854407,0.0002403508,0.00002203238,0.0002314243,0.0001172746,0.00005651327,0.000007966948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001036358,"about_ca_system_score_gemma":0.00003491471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001344777,"about_ca_topic_score_gemma":0.000005927,"domain_scores_codex":[0.9993224,0.00005310446,0.0001055476,0.0002394801,0.0001708223,0.0001086808],"domain_scores_gemma":[0.999409,0.00005305274,0.0000385205,0.000360817,0.00006662148,0.00007200165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000645353,0.0001609924,0.001736368,0.00003503333,0.00001337689,0.00001586075,0.001106058,0.003142927,0.04125261,0.3512872,0.008907275,0.5923359],"study_design_scores_gemma":[0.000389268,0.00009081029,0.4813477,0.0000139403,0.000007886001,0.00005193032,0.0000308686,0.3790247,0.01804287,0.01236749,0.108415,0.0002174394],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5390251,0.0001411094,0.4213228,0.03256726,0.000152821,0.0002041355,0.000004207901,0.0001669735,0.006415673],"genre_scores_gemma":[0.9947146,0.0000174917,0.003863818,0.0005665343,0.00006094418,0.000006791436,0.00001035953,0.000004809957,0.0007546517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5921184,"threshold_uncertainty_score":0.2392941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05316442694650934,"score_gpt":0.2924356876030733,"score_spread":0.239271260656564,"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."}}