{"id":"W4409308909","doi":"10.1075/ld.00195.kal","title":"Self-reported irony and psychosocial factors","year":2025,"lang":"en","type":"article","venue":"Language and Dialogue","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Irony; Psychosocial; Psychology; Social psychology; Psychotherapist; Art; Literature","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":[0.0005097091,0.0002497382,0.00034269,0.001046271,0.0003454059,0.0004177251,0.0001735986,0.0003330171,0.002140842],"category_scores_gemma":[0.002260083,0.0001650738,0.0002799351,0.0004498091,0.0002894403,0.0001993718,0.0003871898,0.0003963078,0.0002638439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643397,"about_ca_system_score_gemma":0.0001306024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352677,"about_ca_topic_score_gemma":0.002576206,"domain_scores_codex":[0.9997266,0.00005770741,0.00004254104,0.00005063719,0.00008431669,0.00003828242],"domain_scores_gemma":[0.9985012,0.0002506762,0.0008442616,0.00007893032,0.0001164033,0.0002085024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000326787,0.00006893555,0.9976814,0.00001389913,0.00002566797,0.00006262543,0.0002185334,0.00001564583,0.0003064751,0.00001197638,0.00003679895,0.001525479],"study_design_scores_gemma":[9.167989e-7,0.00003727115,0.9996305,0.00000262707,0.000003787431,0.00008025271,0.0001468676,0.00001883791,0.00002430121,0.00000650433,0.00004742535,8.086402e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993625,0.00009012932,0.00002445964,0.00001036326,0.000001666947,0.00001121489,0.00009229185,0.000001759835,0.0004056444],"genre_scores_gemma":[0.9995106,0.00004915038,0.00006062262,0.000007381178,0.000002471593,0.000008713243,0.0001118803,6.461977e-7,0.0002484172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002140842,"threshold_uncertainty_score":0.007161856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364023648328633,"score_gpt":0.3250344359415974,"score_spread":0.311394199458311,"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."}}