{"id":"W4386708306","doi":"10.18280/isi.280410","title":"Hybrid Deep Learning Approach and Word2Vec Feature Expansion for Cyberbullying Detection on Indonesian Twitter","year":2023,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Word2vec; Indonesian; Feature (linguistics); Computer science; Artificial intelligence; Deep learning; Data science; Psychology; Pattern recognition (psychology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004695292,0.00106006,0.0004616923,0.0009603405,0.0003228416,0.0003965047,0.000483047,0.0004751047,0.001260349],"category_scores_gemma":[0.001100251,0.000236608,0.0005448125,0.0005713326,0.0001647158,0.0009192742,0.0005523649,0.0006298039,0.0008301459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515345,"about_ca_system_score_gemma":0.0005568296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01502634,"about_ca_topic_score_gemma":0.019148,"domain_scores_codex":[0.9996614,0.00006555776,0.00002789584,0.00009198339,0.00006998882,0.00008315429],"domain_scores_gemma":[0.9997292,0.00007915283,0.00002294577,0.00003033068,0.0001194958,0.0000187393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00083218,0.0009143375,0.02573548,0.0002330002,0.0002680584,0.0005849478,0.0002653182,0.1047511,0.04328845,0.0007631413,0.01289567,0.8094683],"study_design_scores_gemma":[0.00001189947,0.0001480049,0.004398549,0.00001239238,0.0000389024,0.00007584479,0.0001093407,0.9781259,0.01561862,0.0003135206,0.001130371,0.00001662134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.795984,0.001273467,0.1867903,0.0006006605,0.0003577271,0.0002058738,0.002367095,0.007031042,0.005389901],"genre_scores_gemma":[0.9479331,0.0002862714,0.04306763,0.0001295829,0.00003916344,0.0001100642,0.003408524,0.00006168247,0.004963876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01502634,"threshold_uncertainty_score":0.02987772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132449974796337,"score_gpt":0.2205470948742381,"score_spread":0.2073020973946044,"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."}}