{"id":"W4402632559","doi":"10.1007/978-3-031-71602-7_21","title":"Experiments in Modeling Disagreement","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05097296,0.002023859,0.00179843,0.001304785,0.002840603,0.003834894,0.003977021,0.003912675,0.02618955],"category_scores_gemma":[0.3302616,0.001231857,0.001828136,0.002117416,0.004700384,0.01342674,0.004424169,0.008468795,0.003682662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002653761,"about_ca_system_score_gemma":0.001405633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003534003,"about_ca_topic_score_gemma":0.001938943,"domain_scores_codex":[0.9489252,0.04184518,0.00195815,0.003832821,0.002430638,0.001008012],"domain_scores_gemma":[0.3337241,0.6163405,0.007222894,0.03468888,0.005582418,0.002441253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03812686,0.01489298,0.08604606,0.003686431,0.002459884,0.0009056576,0.01490737,0.2504182,0.005829022,0.2998597,0.09162888,0.191239],"study_design_scores_gemma":[0.003372736,0.002744464,0.01288965,0.0004128252,0.0005320137,0.0005523424,0.002713993,0.711336,0.006314548,0.2443242,0.01455667,0.0002505187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8359478,0.00187357,0.09825183,0.005422921,0.0009541929,0.001097872,0.007137968,0.002284131,0.04702976],"genre_scores_gemma":[0.9641579,0.0001320453,0.02515279,0.000487519,0.0001406938,0.0006994504,0.004673692,0.0005541507,0.004001736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05097296,"threshold_uncertainty_score":0.269574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277986602355848,"score_gpt":0.2599190047508667,"score_spread":0.2371391387273082,"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."}}