{"id":"W4416720461","doi":"10.1177/27000710251392207","title":"Considering Approaches to Pervasiveness in the Context of Personality Psychology","year":2025,"lang":"en","type":"article","venue":"Personality Science","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Personality; Bivariate analysis; Multivariate statistics; Context (archaeology); Set (abstract data type); Association (psychology); Multivariate analysis; Big Five personality traits","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":[0.09279934,0.002792277,0.003789491,0.01336945,0.002754933,0.01112815,0.006372782,0.003676872,0.004114383],"category_scores_gemma":[0.2023358,0.00195007,0.003714625,0.01285985,0.03188947,0.01375378,0.013494,0.01205903,0.0004971921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004872413,"about_ca_system_score_gemma":0.002974419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00396705,"about_ca_topic_score_gemma":0.003281871,"domain_scores_codex":[0.8632892,0.1019507,0.004987256,0.01830486,0.01031438,0.001153634],"domain_scores_gemma":[0.5757894,0.37157,0.01751353,0.0266483,0.006754175,0.001724568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001215618,0.0001155891,0.01974859,0.001795666,0.001166717,0.0004111608,0.01181946,0.005033476,0.000720136,0.8575119,0.001167123,0.1003885],"study_design_scores_gemma":[0.00002500203,0.0001087583,0.007590555,0.0003939248,0.00011938,0.0003415813,0.001411122,0.009677778,0.0003271047,0.9718974,0.008028977,0.00007841803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01437213,0.01459073,0.9527966,0.007056577,0.0004461676,0.0002891271,0.0002291847,0.000210451,0.01000895],"genre_scores_gemma":[0.427303,0.006341089,0.5569556,0.003814971,0.001887268,0.00187104,0.0002432394,0.0001998098,0.001384052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09279934,"threshold_uncertainty_score":0.4907756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2785613564786261,"score_gpt":0.4139206735332608,"score_spread":0.1353593170546347,"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."}}