{"id":"W7117407851","doi":"10.7592/ejhr.2025.13.4.1142","title":"Laughing on the edge","year":2025,"lang":"en","type":"article","venue":"European Journal of Humour Research","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE Framework Programme; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Rijksuniversiteit Groningen","keywords":"Human rights; Incitement; Perspective (graphical); Hostility; Great Rift; Natural (archaeology); State (computer science); Freedom of expression; Expression (computer science)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005621847,0.00006170983,0.0001024243,0.0001956646,0.0005145153,0.00006676232,0.000663572,0.000009894072,0.0008793559],"category_scores_gemma":[0.0003231107,0.00003634475,0.00008164723,0.0003890741,0.0001459271,0.00001286568,0.0001466483,0.0009187728,0.001354321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003086085,"about_ca_system_score_gemma":0.00003555156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006020431,"about_ca_topic_score_gemma":0.000002042204,"domain_scores_codex":[0.9976022,0.001435302,0.0002750632,0.0001112334,0.0003079234,0.0002683301],"domain_scores_gemma":[0.9986668,0.0006899859,0.00008025948,0.0003162537,0.0001921444,0.00005455671],"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":[0.00005973311,0.0001338699,0.0002207876,0.000003312296,0.00009440324,0.0001844027,0.002537118,0.000003055421,0.0005309391,0.3432424,0.6312827,0.02170719],"study_design_scores_gemma":[0.000388429,0.0002469815,0.027274,0.00008691294,0.000008306845,0.00002501935,0.008079867,0.000002327182,0.0001804315,0.001584151,0.9620734,0.00005017364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1030718,0.0006414925,0.0001582895,0.03515734,0.0002497662,0.0001098506,0.000001595126,0.000007676872,0.8606022],"genre_scores_gemma":[0.9778697,0.0000431851,0.00003904706,0.000414924,0.0004224982,0.000003794623,1.359629e-7,0.00001320407,0.02119344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8747979,"threshold_uncertainty_score":0.9994233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.21368813676659,"score_gpt":0.4884244449586668,"score_spread":0.2747363081920768,"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."}}