{"id":"W4319789724","doi":"10.1007/s41042-023-00090-w","title":"A Sage and a Guru Walk into a Bar: Wisdom and Humor Styles","year":2023,"lang":"en","type":"article","venue":"International Journal of Applied Positive Psychology","topic":"Humor Studies and Applications","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Langara College","funders":"","keywords":"Psychology; Optimism; Style (visual arts); Comics; Mental health; Sense of humor; Humor research; Psychological resilience; Association (psychology); Social psychology; Developmental psychology; Psychotherapist","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":[0.0003183285,0.000154769,0.0002688572,0.0003118935,0.000109296,0.00003768827,0.0002789532,0.00008990237,0.0002822689],"category_scores_gemma":[0.0000197315,0.0001392515,0.00006542878,0.0001598158,0.0003048977,0.00003634269,0.0001052629,0.0002659178,0.0001500706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003012903,"about_ca_system_score_gemma":0.00001521768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002404098,"about_ca_topic_score_gemma":0.00001122975,"domain_scores_codex":[0.9988121,0.00004640729,0.0004244957,0.0002887716,0.0002085515,0.0002197226],"domain_scores_gemma":[0.9991043,0.0002440984,0.0002723809,0.0001326795,0.0001333304,0.0001131733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002505706,0.0006370652,0.005399999,0.00001661762,0.002975,0.0009306226,0.04677323,0.000008312644,0.03528898,0.5637524,0.03367969,0.3080324],"study_design_scores_gemma":[0.008576528,0.0009547183,0.7042401,0.0001191748,0.0001963086,0.002632771,0.02336468,0.00003592782,0.0005995972,0.06949607,0.189129,0.0006550988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920574,0.0006808584,0.001075661,0.01494694,0.0008083134,0.0002393086,0.00006282117,0.00004271025,0.09008594],"genre_scores_gemma":[0.9959823,0.0005001934,0.0007164569,0.002003202,0.0004390386,0.00004796212,0.00001069025,0.00002067522,0.0002794271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6988401,"threshold_uncertainty_score":0.567851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586156639065675,"score_gpt":0.3764819063858949,"score_spread":0.3606203399952381,"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."}}