{"id":"W2100607460","doi":"10.1375/twin.11.1.44","title":"Genetic and Environmental Contributions to Humor Styles: A Replication Study","year":2008,"lang":"en","type":"article","venue":"Twin Research and Human Genetics","topic":"Humor Studies and Applications","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Twin study; Nature versus nurture; Univariate; Developmental psychology; Odds; Dizygotic twins; Heritability; Variance (accounting); Social psychology; Demography; Behavioural genetics; Multivariate statistics; Logistic regression; Genetics; Medicine; Biology; Statistics","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":[0.0003220777,0.000102653,0.0001338739,0.0001141636,0.001208012,0.00003332768,0.0001477955,0.00004066073,0.0002225132],"category_scores_gemma":[0.00002377536,0.0001019664,0.00001578651,0.0001372525,0.000409801,0.00000773084,0.0002208498,0.0001775341,0.0001327644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004232426,"about_ca_system_score_gemma":0.00001464502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449806,"about_ca_topic_score_gemma":0.0001024422,"domain_scores_codex":[0.9985631,0.0001178176,0.0002022958,0.0005004287,0.0002392212,0.0003771666],"domain_scores_gemma":[0.998984,0.00007739878,0.00002566688,0.0006314955,0.00004878177,0.0002326814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001214328,0.004872615,0.8067836,0.00002469423,0.0003317728,0.0001171588,0.06665788,0.000008184433,0.02401769,0.03793009,0.04807765,0.01105722],"study_design_scores_gemma":[0.0006506792,0.001275949,0.9590179,0.000002767391,0.00001166651,0.00002679888,0.01245176,0.000007938916,0.00008235924,0.0005174298,0.02583187,0.0001229279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947185,0.001127798,0.00005989567,0.0003902236,0.00001274415,0.001173698,0.0001056326,0.00002256002,0.002388952],"genre_scores_gemma":[0.996006,0.0002551024,0.0001692843,0.0000596649,0.0001408124,0.0005557926,0.000017036,0.00001586907,0.002780407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522342,"threshold_uncertainty_score":0.9291171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129677173377272,"score_gpt":0.452884205960931,"score_spread":0.3399164886232038,"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."}}