{"id":"W4412568826","doi":"10.1177/17456916251349819","title":"Let’s Get Together: Toward an Integration of Personality Psychology and Distinct Emotions Research","year":2025,"lang":"en","type":"article","venue":"Perspectives on Psychological Science","topic":"Mental Health Research Topics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Personality; Psychology; Personality psychology; Big Five personality traits and culture; Social psychology; Affect (linguistics); Big Five personality traits; Personality development; Cognitive psychology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005376092,0.0001629331,0.0002547679,0.0005385688,0.000555105,0.000065709,0.0008657654,0.0001729255,0.001337961],"category_scores_gemma":[0.001300559,0.0001239518,0.0000545867,0.001873052,0.005187446,0.000180334,0.0001588861,0.0008712034,0.00006415328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322384,"about_ca_system_score_gemma":0.00008086945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000353387,"about_ca_topic_score_gemma":0.00005651186,"domain_scores_codex":[0.9955652,0.001196893,0.0003457286,0.001416116,0.000741438,0.000734657],"domain_scores_gemma":[0.9979339,0.0004134496,0.00007902243,0.0008241993,0.0004487769,0.0003006337],"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":[0.0008395367,0.004389935,0.01655787,0.00003012719,0.00002046024,0.00001427681,0.02214929,4.793096e-7,0.008847061,0.725113,0.00162194,0.220416],"study_design_scores_gemma":[0.0005907507,0.002622713,0.9504804,0.00003659972,0.000003534445,0.00001329143,0.01783578,0.0000763441,0.00009784943,0.02665636,0.001463132,0.0001232432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214082,0.0003774893,0.001343477,0.007656136,0.000474837,0.0005086174,0.0000210886,0.00004781394,0.1681623],"genre_scores_gemma":[0.9965877,0.0001462269,0.001451487,0.0005527615,0.0000712472,0.00008278199,0.000002851875,0.000006460781,0.001098477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9339225,"threshold_uncertainty_score":0.999575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3218005630369505,"score_gpt":0.6089749275884745,"score_spread":0.287174364551524,"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."}}