{"id":"W4200402279","doi":"10.3138/9781487529314-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ECW Press (Canada); University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002810557,0.0008332542,0.000582985,0.001358919,0.001621788,0.005330668,0.001117601,0.002668383,0.9249053],"category_scores_gemma":[0.001554938,0.0004623981,0.0004421871,0.001032648,0.0004506608,0.003507245,0.00250201,0.001675717,0.8922848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000886385,"about_ca_system_score_gemma":0.0006729593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199158,"about_ca_topic_score_gemma":0.006654045,"domain_scores_codex":[0.9996448,0.00002711552,0.00001416334,0.00008701378,0.0001736495,0.00005335308],"domain_scores_gemma":[0.9993599,0.0001009198,0.00002961583,0.0001030024,0.0002344115,0.000172116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002262011,0.00002310696,0.0001067547,0.00009079248,0.000001547701,0.00006521987,0.00008156387,0.00002669842,0.000312662,0.006540373,0.875927,0.1168018],"study_design_scores_gemma":[0.000002277046,0.000004373386,0.0001016562,0.00002775283,5.978602e-7,0.00004508614,0.00003140735,0.00002526808,0.00006756384,0.0004902889,0.9992017,0.000002104663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001796822,0.0004123951,0.0004666622,0.0007234754,0.0008045552,0.00002549364,0.0006684905,0.001183552,0.9955357],"genre_scores_gemma":[0.0004283367,0.0001317532,0.00009358773,0.0002700746,0.00006096901,0.000006612574,0.0002012028,0.000201813,0.9986058],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0750947,"threshold_uncertainty_score":0.1071134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510446655971824,"score_gpt":0.1847009460644034,"score_spread":0.1695964795046852,"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."}}