{"id":"W2406902470","doi":"10.1017/thg.2012.23","title":"A Behavioral Genetic Study of Humor Styles in an Australian Sample","year":2012,"lang":"en","type":"article","venue":"Twin Research and Human Genetics","topic":"Humor Studies and Applications","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute on Drug Abuse; National Institutes of Health","keywords":"Psychology; Dizygotic twins; Sample (material); Twin study; Developmental psychology; Clinical psychology; Demography; Heritability; Medicine; Genetics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004247839,0.00009801539,0.0001680779,0.0001787076,0.0002241725,0.0000265387,0.0002183294,0.00005037511,0.0005136468],"category_scores_gemma":[0.000006210906,0.00009536293,0.00001632615,0.0002050897,0.0002499741,0.00001770078,0.0001361351,0.0002209112,0.00002163787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001869104,"about_ca_system_score_gemma":0.00001120644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002247588,"about_ca_topic_score_gemma":0.004452915,"domain_scores_codex":[0.9984975,0.0001940212,0.0002594463,0.0002360486,0.0002487779,0.0005641641],"domain_scores_gemma":[0.9992088,0.00006733816,0.00003518408,0.0004323854,0.00006625323,0.0001900333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001719065,0.00415241,0.9548835,0.00001048601,0.0000180351,0.000006181224,0.03216587,0.000001691685,0.001000952,0.005004516,0.000572904,0.002166281],"study_design_scores_gemma":[0.0005928345,0.002001368,0.931434,0.000003795885,0.00001023836,0.00000171205,0.06317995,8.68064e-7,0.00006787438,0.0003693492,0.002244828,0.00009318099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979183,0.000400481,0.000001698882,0.0000319242,0.0000242629,0.0005893564,0.0000273816,0.00001010595,0.000996504],"genre_scores_gemma":[0.9987125,0.00001789845,0.0003417292,0.00000502483,0.0001359719,0.0001889418,0.000008720403,0.00001740384,0.0005717949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03101409,"threshold_uncertainty_score":0.5624073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3947095679144071,"score_gpt":0.5536440736348185,"score_spread":0.1589345057204113,"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."}}