{"id":"W4282028299","doi":"10.1145/3531073.3534492","title":"Investigating the Non-verbal Behavior Features of Bullying for the Development of an Automatic Recognition System in Social Virtual Reality","year":2022,"lang":"en","type":"article","venue":"","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Virtual reality; Formative assessment; Set (abstract data type); Moderation; Computer science; Human–computer interaction; Psychological intervention; Social recognition; Psychology; Social anxiety; Anxiety; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005268,0.0005013907,0.0004127715,0.0004704809,0.0001222521,0.0008824991,0.0008705209,0.0007271327,0.003170316],"category_scores_gemma":[0.003255643,0.0002046101,0.0003583128,0.0001460654,0.0001982243,0.0007152174,0.0004440731,0.0004055475,0.0008303931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001521477,"about_ca_system_score_gemma":0.0002190572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005587059,"about_ca_topic_score_gemma":0.0007775245,"domain_scores_codex":[0.9992454,0.0002729968,0.00004839671,0.0001485036,0.0002118881,0.00007280612],"domain_scores_gemma":[0.9983655,0.0007146568,0.0001977825,0.0001992041,0.000431849,0.00009093427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008216676,0.0005810119,0.01089906,0.000920046,0.0001301388,0.0004115338,0.00104403,0.002393302,0.6459439,0.0010931,0.002314219,0.3334479],"study_design_scores_gemma":[0.0003126558,0.006307796,0.1807438,0.0005502597,0.0007663095,0.004466284,0.001652329,0.2545477,0.5184742,0.002695807,0.02900742,0.0004754214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3054597,0.0006021396,0.6821887,0.0003990699,0.0002302764,0.0007139746,0.0004706035,0.006214998,0.003720599],"genre_scores_gemma":[0.6999537,0.0003392267,0.2959128,0.0002863818,0.00006219024,0.0005425455,0.0004521787,0.0001900129,0.002261121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003170316,"threshold_uncertainty_score":0.01060575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05683041386473961,"score_gpt":0.3317727380532328,"score_spread":0.2749423241884932,"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."}}