{"id":"W2017353312","doi":"10.1002/per.505","title":"Humour styles, personality, and well‐being among Lebanese university students","year":2004,"lang":"en","type":"article","venue":"European Journal of Personality","topic":"Humor Studies and Applications","field":"Psychology","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Collectivism; Personality; Social psychology; Big Five personality traits; Developmental psychology; Scale (ratio); Individualism; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001440804,0.0001615222,0.0002615744,0.00007184828,0.000355304,0.00005327924,0.0004257175,0.00002687772,0.0004279506],"category_scores_gemma":[0.00002607456,0.0001512481,0.0001571564,0.0001540606,0.0002688101,0.00008983162,0.0001671199,0.0003789445,0.0001063188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035641,"about_ca_system_score_gemma":0.00002796993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002842394,"about_ca_topic_score_gemma":0.00007279137,"domain_scores_codex":[0.9983298,0.0004900688,0.0003261035,0.0002480366,0.0003542001,0.0002518094],"domain_scores_gemma":[0.9991035,0.00005267548,0.0003182188,0.0001949871,0.0001076629,0.0002228873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002734825,0.001082096,0.8855382,0.00005367947,0.0008020462,0.002217911,0.0640687,0.0000246847,0.0002363888,0.03836809,0.004736804,0.002597929],"study_design_scores_gemma":[0.001772027,0.0001413048,0.9452569,0.00004494247,0.00008489987,0.0001591172,0.02103548,4.21275e-7,0.000005012604,0.0001259396,0.03121878,0.0001551592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191333,0.0002458791,0.0002577477,0.001180894,0.0001260315,0.00008527083,0.00001051219,0.00001877062,0.07894156],"genre_scores_gemma":[0.9967763,0.0000598127,0.0002786011,0.0001603598,0.0003286597,2.3601e-7,0.000001764512,0.00002009725,0.002374097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07764304,"threshold_uncertainty_score":0.616772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504119262389602,"score_gpt":0.2991397839389061,"score_spread":0.2740985913150101,"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."}}