{"id":"W4410547746","doi":"10.59490/dgo.2025.989","title":"Flying chairs, heated takes","year":2025,"lang":"en","type":"article","venue":"Conference on Digital Government Research","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Environmental science; Aeronautics; Geology; History; Computer science; Engineering","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":[0.0008079604,0.0005454409,0.0002633151,0.0008624405,0.008215318,0.003754094,0.0005403002,0.001074489,0.06565674],"category_scores_gemma":[0.003604552,0.0002379472,0.0003706826,0.0007599728,0.003347357,0.003358682,0.004686244,0.001782378,0.01010646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182681,"about_ca_system_score_gemma":0.001382258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007813767,"about_ca_topic_score_gemma":0.02691716,"domain_scores_codex":[0.9989532,0.0002583869,0.00003286089,0.0001985229,0.0003057446,0.0002513323],"domain_scores_gemma":[0.9990872,0.0001622196,0.0001207771,0.0001205377,0.00014119,0.0003681004],"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":[0.0002945575,0.00009873691,0.01523738,0.0007717163,0.00006783753,0.002891636,0.1680281,0.0002811379,0.00620558,0.2279401,0.3889591,0.1892241],"study_design_scores_gemma":[0.000007340759,0.00003455679,0.00373257,0.0001559719,0.00001097037,0.0002551254,0.03606685,0.00006423068,0.0003531148,0.004104887,0.9552009,0.00001349265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.10136,0.003479673,0.004696651,0.018743,0.005309856,0.0001646449,0.0007915944,0.000480299,0.8649742],"genre_scores_gemma":[0.6419683,0.0020039,0.001940329,0.005672561,0.001434782,0.00007204075,0.0005461436,0.0003713009,0.3459907],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06565674,"threshold_uncertainty_score":0.2196437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2010798362768676,"score_gpt":0.477958406685961,"score_spread":0.2768785704090934,"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."}}