{"id":"W4395448324","doi":"10.1109/ceii60565.2023.00020","title":"Split or Not to Predict Big Five Personality?","year":2023,"lang":"en","type":"article","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Personality; Computer science; Psychology; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001914992,0.0006426016,0.0004741166,0.0006278881,0.0003527892,0.0008115616,0.0003729081,0.000429567,0.003170506],"category_scores_gemma":[0.00647065,0.0001655402,0.0004090183,0.0003672213,0.0002904077,0.0009469164,0.00053777,0.001060083,0.00147095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002028695,"about_ca_system_score_gemma":0.0002653871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536759,"about_ca_topic_score_gemma":0.003215338,"domain_scores_codex":[0.999388,0.00018419,0.00004103122,0.0001982662,0.00009316491,0.00009536433],"domain_scores_gemma":[0.9972469,0.0009725405,0.0002609856,0.0005037262,0.0005141433,0.0005017813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003225511,0.0004359357,0.6243959,0.0001214676,0.0005352366,0.0002065558,0.0005563571,0.004169192,0.008251105,0.0006142499,0.008991184,0.3484973],"study_design_scores_gemma":[0.0001711349,0.001493539,0.763527,0.0001799469,0.0003071868,0.0008325703,0.001568516,0.2042292,0.01242657,0.009838535,0.005334254,0.00009142666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824766,0.0008135056,0.01196788,0.0008679503,0.0001999469,0.00003580973,0.0009627338,0.0003329968,0.002342588],"genre_scores_gemma":[0.9935355,0.00007479028,0.00477645,0.00008651459,0.00004499019,0.00001668739,0.0007959217,0.00002259635,0.0006463945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170506,"threshold_uncertainty_score":0.01060647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120614069993229,"score_gpt":0.4015535244849893,"score_spread":0.2809394544917603,"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."}}