{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009816838,0.0005299627,0.0002920893,0.00084415,0.00279556,0.004932309,0.0006088992,0.001597817,0.04507391],"category_scores_gemma":[0.004675674,0.0001999082,0.0003376588,0.0003236533,0.005498461,0.005017747,0.004041494,0.001822581,0.0144204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000803508,"about_ca_system_score_gemma":0.0008410384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002465211,"about_ca_topic_score_gemma":0.002767352,"domain_scores_codex":[0.9992309,0.0002137243,0.00002205615,0.0001628733,0.0002188918,0.0001515209],"domain_scores_gemma":[0.9987444,0.000277767,0.0001508499,0.0003284066,0.0002113688,0.0002872021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002578572,0.0001066961,0.01277024,0.0003962069,0.0001012091,0.002151476,0.03850354,0.0009515533,0.00953016,0.3420572,0.2644646,0.3287093],"study_design_scores_gemma":[0.000008520965,0.00008535854,0.00394799,0.0002423145,0.00002014935,0.001202339,0.007642826,0.0004985484,0.001344859,0.03667047,0.9483032,0.00003344025],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08590762,0.01085064,0.03779861,0.03745239,0.004946477,0.00009827613,0.0003843458,0.002672377,0.8198893],"genre_scores_gemma":[0.675615,0.004435388,0.01045262,0.008685254,0.0009953135,0.00005521322,0.0002521926,0.000704113,0.2988049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04507391,"threshold_uncertainty_score":0.1507872,"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."}}