{"id":"W3149867861","doi":"10.1109/asonam49781.2020.9381476","title":"Generalisation of Cyberbullying Detection","year":2020,"lang":"en","type":"article","venue":"","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Software portability; Computer science; Classifier (UML); Machine learning; Variety (cybernetics); Generalization; 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":[0.00008440269,0.00005522322,0.00007171828,0.00003945433,0.0000478687,0.00003325317,0.000194093,0.00003335858,0.00003093084],"category_scores_gemma":[0.00003437985,0.0000517125,0.00003947899,0.0003400249,0.000009489559,0.0002869697,0.00004904389,0.00005154836,0.00005218712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001090614,"about_ca_system_score_gemma":0.00001419375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004884515,"about_ca_topic_score_gemma":0.000006392246,"domain_scores_codex":[0.9994187,0.0000276669,0.0001437943,0.0001707278,0.0001439229,0.00009517555],"domain_scores_gemma":[0.9996738,0.0000123946,0.00005760748,0.000142465,0.00005029565,0.00006339245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009531396,0.00001550351,0.0001684419,0.00001861688,0.00001215922,0.000002704797,0.0008205767,0.0007003134,0.7209536,0.01702454,0.0002225579,0.2600514],"study_design_scores_gemma":[0.0001546178,0.0001227337,0.000509318,0.000003041815,0.000002702283,0.000005564965,0.00002597006,0.1267723,0.8689575,0.0005435634,0.002814413,0.00008830626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1092394,0.00001390692,0.8852667,0.000826444,0.0001384889,0.00006177476,1.792162e-7,0.0002064018,0.004246655],"genre_scores_gemma":[0.9712692,0.000004583193,0.02814092,0.0004405351,0.00006831404,0.000003189634,4.836969e-7,0.000003624714,0.0000691595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8620298,"threshold_uncertainty_score":0.2108775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157750610816322,"score_gpt":0.2011906784120072,"score_spread":0.179613172303844,"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."}}