{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005253798,0.00006398644,0.0001128544,0.0001047583,0.00004831358,0.00004788293,0.00006756546,0.00004429565,0.00007267495],"category_scores_gemma":[0.00001251179,0.00005473474,0.00003020469,0.00003770897,0.00002555365,0.0001513085,0.000005488749,0.0001548328,4.62837e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004016161,"about_ca_system_score_gemma":0.00007449657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001300408,"about_ca_topic_score_gemma":0.00001214065,"domain_scores_codex":[0.9993718,0.00003678101,0.0002345828,0.00009810186,0.0001631629,0.00009561356],"domain_scores_gemma":[0.999453,0.00004275076,0.0001191015,0.00001951153,0.0002728831,0.00009274181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009351193,0.0003189733,0.4705301,0.0000208298,0.001074902,0.00002157825,0.02173139,0.0002028682,0.00201194,0.01536437,0.003739894,0.484048],"study_design_scores_gemma":[0.009194028,0.003097023,0.8275757,0.0001149737,0.0000993586,0.003961585,0.01095947,0.007079595,0.0001593005,0.0009328548,0.1365402,0.0002858842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829093,0.000148131,0.008943495,0.002492641,0.001473332,0.00005971019,0.000006539582,0.000007576605,0.00395929],"genre_scores_gemma":[0.996366,0.00004738207,0.002396253,0.0004959591,0.0004973553,0.000005624368,0.000001779634,0.000006106149,0.0001834949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4837621,"threshold_uncertainty_score":0.2232018,"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."}}