{"id":"W4414892162","doi":"10.7592/ejhr.2025.13.2.1043","title":"Rage beneath the machine","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":"","keywords":"Anger; Hostility; Aggression; Happiness; Rage (emotion); Rumination; Affect (linguistics); Sadistic personality disorder; Poison control","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":[0.005264252,0.00007187515,0.0001281404,0.0001922568,0.0005316592,0.00006471087,0.0008058151,0.00001072617,0.001033635],"category_scores_gemma":[0.0001633032,0.00004213178,0.00009908293,0.0004534714,0.0001883019,0.0000158606,0.0002245458,0.0008731845,0.0006118708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002710969,"about_ca_system_score_gemma":0.00004037124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002013317,"about_ca_topic_score_gemma":0.00000796572,"domain_scores_codex":[0.9975467,0.001370569,0.0003380248,0.0001216294,0.0003252431,0.0002978235],"domain_scores_gemma":[0.998893,0.0003560697,0.00009354336,0.0003689994,0.0002201957,0.00006815025],"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":[0.0001686923,0.0003420918,0.002028485,0.00001108665,0.0003378892,0.0007176452,0.005935795,0.00001207849,0.001047409,0.2183455,0.6838443,0.08720896],"study_design_scores_gemma":[0.0006569538,0.0002096479,0.06290926,0.00003629374,0.00001691704,0.00007630092,0.004341375,0.000007278285,0.00008327356,0.001034197,0.9305735,0.00005506747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06929987,0.004507687,0.0006590991,0.02676843,0.000305968,0.0001710169,0.000006237404,0.00001139562,0.8982703],"genre_scores_gemma":[0.9722508,0.0001362204,0.00008803926,0.0002245672,0.0003582322,0.000003906597,4.64319e-7,0.00001523257,0.02692251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9029509,"threshold_uncertainty_score":0.9998795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181460227353437,"score_gpt":0.4757625662802922,"score_spread":0.3576165435449484,"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."}}