{"id":"W2920978819","doi":"10.1016/j.paid.2019.03.007","title":"Contextualization as a means to improve the predictive validity of personality models","year":2019,"lang":"en","type":"article","venue":"Personality and Individual Differences","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Contextualization; Predictive validity; Incremental validity; Psychology; Context (archaeology); Conscientiousness; Personality; Scale (ratio); Criterion validity; External validity; Test validity; Concurrent validity; Social psychology; Test (biology); Psychometrics; Construct validity; Big Five personality traits; Developmental psychology; Computer science; Extraversion and introversion","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":[0.01043346,0.000957417,0.0009896241,0.001620739,0.001217302,0.002450884,0.0007934784,0.0006707068,0.004036191],"category_scores_gemma":[0.05223225,0.0004782068,0.0011882,0.001989044,0.0007349962,0.002439025,0.002661988,0.00229508,0.0006070863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004629185,"about_ca_system_score_gemma":0.001725844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005478565,"about_ca_topic_score_gemma":0.0108669,"domain_scores_codex":[0.9919289,0.005913429,0.0003324544,0.001219497,0.0004298975,0.0001757206],"domain_scores_gemma":[0.9577533,0.02934425,0.001647616,0.008379607,0.002322959,0.0005522748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002292253,0.001332591,0.3693198,0.001045558,0.001976216,0.0005249876,0.006784187,0.03184395,0.01930813,0.0324336,0.007920555,0.5252182],"study_design_scores_gemma":[0.0004486431,0.001892822,0.2911624,0.001202889,0.002715068,0.0007874368,0.005467922,0.455972,0.02028115,0.1825885,0.03705305,0.0004282354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5703761,0.00211313,0.4075605,0.001404293,0.0004625426,0.0007967797,0.002185169,0.002088796,0.01301268],"genre_scores_gemma":[0.9006488,0.000410008,0.09587523,0.0002037956,0.0001294895,0.0003304335,0.001602212,0.000155581,0.0006443991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01043346,"threshold_uncertainty_score":0.05517811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106355600244431,"score_gpt":0.3372275489015072,"score_spread":0.2265919888770641,"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."}}