{"id":"W1585141175","doi":"10.1111/ijsa.12107","title":"Predicting Training and Job Performance for Transit Operators","year":2015,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Guelph","funders":"","keywords":"Summative assessment; Formative assessment; Psychology; Applied psychology; Personality; Job performance; Cognition; Big Five personality traits; Medical education; Social psychology; Mathematics education; Job satisfaction; Medicine","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":[0.002576341,0.0002839221,0.0002123736,0.0008176094,0.0001917813,0.0004417055,0.0002291029,0.0003001441,0.0005789467],"category_scores_gemma":[0.005975119,0.0001331046,0.0005700552,0.0007204153,0.0002110999,0.0002391856,0.0002682116,0.0003016024,0.0000497133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001916623,"about_ca_system_score_gemma":0.0004791099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004381613,"about_ca_topic_score_gemma":0.008412433,"domain_scores_codex":[0.999514,0.0002840401,0.00004514985,0.00004467656,0.00007540547,0.00003668053],"domain_scores_gemma":[0.996814,0.001943557,0.000803919,0.0001077426,0.0001869356,0.0001439264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002244107,0.00008689518,0.9859314,0.0001650656,0.0007203513,0.00001715356,0.0001281641,0.0003099722,0.00008615731,0.00002573609,0.00012422,0.01218052],"study_design_scores_gemma":[0.00002665416,0.0004003073,0.9964482,0.000124533,0.000938606,0.00004330877,0.0002445864,0.001212452,0.0001528258,0.00008382622,0.0003179578,0.000006639525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953902,0.003495789,0.0002776864,0.0001127323,0.00001785606,0.00001502992,0.0001643667,0.000006329072,0.0005200665],"genre_scores_gemma":[0.9988664,0.0007578576,0.000164948,0.0000133228,0.000009236323,0.000007080776,0.0001159027,9.079865e-7,0.00006419037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004381613,"threshold_uncertainty_score":0.01362514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0901768185146863,"score_gpt":0.4167244748936829,"score_spread":0.3265476563789966,"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."}}