{"id":"W4411312065","doi":"10.53762/28ad7w69","title":"10.53762/28ad7w69","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Freedom of expression; Expression (computer science); Linguistics; Communication; Speech recognition; Psychology; Computer science; Political science; Philosophy; Law; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001158145,0.00008590062,0.00008151546,0.00006129071,0.00008709667,0.0001075465,0.0004362494,0.00003832225,0.9355827],"category_scores_gemma":[0.00001105541,0.0000839295,0.00003819058,0.0003288888,0.00001003791,0.0001937059,0.00005107599,0.00006419438,0.9873362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002107828,"about_ca_system_score_gemma":0.0000197927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001689776,"about_ca_topic_score_gemma":8.784357e-8,"domain_scores_codex":[0.999244,0.00002614631,0.0001001615,0.0002380017,0.0001640547,0.0002275887],"domain_scores_gemma":[0.9994282,0.00001591135,0.00001400552,0.0003892741,0.0000259304,0.0001266682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007388356,0.00001482939,3.344166e-8,9.296792e-7,0.000003419688,0.000006728028,0.00001884775,0.00006101434,0.0001658782,0.00001399002,0.0393653,0.9603416],"study_design_scores_gemma":[0.00008890462,0.0001206997,0.00002384426,0.000005437661,0.000001857032,0.00001769025,1.815535e-7,0.002347358,0.0008550734,0.00003693516,0.9963855,0.000116545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001225383,0.0000168682,0.0004693606,0.0004257263,0.000007723759,0.00009300755,9.369552e-7,0.0003732754,0.9973877],"genre_scores_gemma":[0.0005656622,2.169339e-7,0.002574936,0.0001149641,0.00007903492,0.000006666249,0.000001177364,0.000007436134,0.9966499],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9602251,"threshold_uncertainty_score":0.3422546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004007725519180681,"score_gpt":0.1619185500545293,"score_spread":0.1579108245353486,"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."}}