{"id":"W4414759664","doi":"10.20429/amtp.2023.25","title":"Engaging Gen Z Through Humor","year":2023,"lang":"en","type":"article","venue":"","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton","funders":"","keywords":"Pandemic; Student life; Coronavirus disease 2019 (COVID-19); Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007047282,0.00004559305,0.00005889904,0.00001714412,0.0001736986,0.000007623693,0.0000835183,0.00001673745,0.004298764],"category_scores_gemma":[0.000005919039,0.00003834191,0.00002855558,0.0002256232,0.00002266019,0.00000883564,0.00004841554,0.00005802006,0.01489431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005387597,"about_ca_system_score_gemma":0.000002732836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207182,"about_ca_topic_score_gemma":0.00001323579,"domain_scores_codex":[0.9995456,0.0000134321,0.00007697861,0.0001411585,0.00004274717,0.0001800574],"domain_scores_gemma":[0.9997076,0.00005440248,0.00001256059,0.0002002695,0.000006905722,0.0000182981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001098437,0.00002155432,0.0009959309,0.000001863736,0.00003574456,0.000007224356,0.009109638,0.000001698515,0.0002015028,0.5662116,0.4184954,0.004916653],"study_design_scores_gemma":[0.0001368497,0.000009022173,0.02121801,0.000001123792,0.000005659086,0.000002238758,0.0172536,0.00001781518,0.00006866123,0.003260441,0.9579505,0.00007608299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08694734,0.00006067314,0.0004294231,0.004336149,0.0002284605,0.00009819362,0.000004497876,0.0003843222,0.9075109],"genre_scores_gemma":[0.9284545,0.00001932016,0.0004135654,0.0007426674,0.0001586048,0.0001274048,0.000007088222,0.00001051465,0.07006629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8415072,"threshold_uncertainty_score":0.9966114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163191836587085,"score_gpt":0.4332461319917139,"score_spread":0.3169269483330054,"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."}}