{"id":"W3082035266","doi":"10.48550/arxiv.2009.01046","title":"Generalisation of Cyberbullying Detection","year":2020,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Software portability; Computer science; Classifier (UML); Variety (cybernetics); Generalization; Machine learning; Artificial intelligence; Data science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001801931,0.0002246055,0.0002684602,0.0002301777,0.0001198458,0.0000743426,0.0008898806,0.0002645783,0.00001596253],"category_scores_gemma":[0.00004183375,0.0002792835,0.0002034855,0.0006529234,0.00004846166,0.0003251409,0.0008036099,0.0004353207,0.00005603546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493235,"about_ca_system_score_gemma":0.0001144273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000316052,"about_ca_topic_score_gemma":0.00004710137,"domain_scores_codex":[0.9984914,0.0001354472,0.0002281576,0.0008163156,0.0001113755,0.0002173243],"domain_scores_gemma":[0.9986051,0.00003591325,0.0003451724,0.0007286089,0.0001579207,0.0001272893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000173732,0.0002104313,0.001460579,0.0006009652,0.0004282979,0.0004399261,0.001747643,0.6540962,0.07318058,0.2226312,0.0003510262,0.04467945],"study_design_scores_gemma":[0.0004205856,0.0001301148,0.0009416135,0.00008225689,0.0000744141,0.000008871718,0.00005344073,0.8934861,0.05959926,0.04406514,0.0006495568,0.000488591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3068311,0.00002176442,0.6909387,0.00007669836,0.0006166607,0.0001658221,0.000003967804,0.0002475578,0.001097686],"genre_scores_gemma":[0.9963005,0.00007729593,0.003167403,0.00005550451,0.0001145646,9.78525e-7,0.000009316484,0.00001482808,0.000259579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6894694,"threshold_uncertainty_score":0.9999659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08310204673315018,"score_gpt":0.1786804758506595,"score_spread":0.09557842911750929,"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."}}