{"id":"W4406103344","doi":"10.1177/00332941241311497","title":"Associations Between Vocational Interests and Personality “Beyond” the Big-Five","year":2025,"lang":"en","type":"article","venue":"Psychological Reports","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vocational education; Psychology; Personality; Big Five personality traits; Social psychology; Personality Assessment Inventory; Clinical psychology; Developmental psychology; Pedagogy","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":[0.001872547,0.0002101088,0.0001783281,0.0007292159,0.0004597286,0.0006768603,0.0002333382,0.0002163445,0.001768571],"category_scores_gemma":[0.004772359,0.0001010465,0.000294244,0.0005578687,0.0002779342,0.0003407115,0.0006182127,0.0005754544,0.00012797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283956,"about_ca_system_score_gemma":0.0003218542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169479,"about_ca_topic_score_gemma":0.003646302,"domain_scores_codex":[0.9993982,0.000249791,0.00005052555,0.00004770283,0.0001671353,0.00008655984],"domain_scores_gemma":[0.9953989,0.001582473,0.001284534,0.0002493313,0.0004940844,0.0009906386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004860235,0.00003505293,0.9912971,0.00001603356,0.00003374037,0.00004348634,0.0003540953,0.00005474889,0.000233175,0.0001621366,0.00007402313,0.007647868],"study_design_scores_gemma":[0.000001493425,0.00005609243,0.9988293,0.000006956031,0.00000727134,0.00008646792,0.0004298746,0.0001718463,0.00003706974,0.000191325,0.0001794259,0.000002845749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978879,0.0001200944,0.000340377,0.00008896192,0.000009770122,0.000008719013,0.00005013404,0.000002447654,0.00149165],"genre_scores_gemma":[0.9994472,0.00004558666,0.0002644474,0.00001713389,0.000004081608,0.000004341959,0.00005259518,5.011956e-7,0.0001641916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001872547,"threshold_uncertainty_score":0.009903073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0881557053793043,"score_gpt":0.4226061777351065,"score_spread":0.3344504723558022,"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."}}