{"id":"W2038912533","doi":"10.1177/147059580223002","title":"Predicting Expatriate Work Attitudes","year":2002,"lang":"en","type":"article","venue":"International Journal of Cross Cultural Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Expatriate; Psychology; Social psychology; Trait; Ambiguity; Personality; Set (abstract data type); Sample (material); Closure (psychology); Cognition; Work (physics); Job satisfaction; Big Five personality traits; Applied psychology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00057609,0.0001117051,0.0001363312,0.0001352703,0.0002648444,0.0006356676,0.0009064417,0.00004997207,0.001002945],"category_scores_gemma":[0.0001296329,0.00008973026,0.0002007512,0.0001216149,0.0001487266,0.0009426725,0.0001259672,0.0001509573,0.0001126997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704373,"about_ca_system_score_gemma":0.000007288484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116638,"about_ca_topic_score_gemma":0.0000598977,"domain_scores_codex":[0.9977396,0.00006496828,0.0004643491,0.0001276936,0.001385335,0.0002181079],"domain_scores_gemma":[0.9984021,0.00006111688,0.0003932818,0.00006027285,0.0009951279,0.00008812331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000667702,0.001068604,0.5398208,0.00004797231,0.003894113,0.001193717,0.2118922,0.001753021,0.00009892648,0.117287,0.02222736,0.1000485],"study_design_scores_gemma":[0.005782295,0.0002345353,0.2519643,0.0007709725,0.0001615778,0.00004337647,0.08017337,0.00009046176,0.000210974,0.005014424,0.6547098,0.000843917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.916033,0.0007762411,0.00005787367,0.00474945,0.004061457,0.0001135259,0.00000304412,0.00003403845,0.07417138],"genre_scores_gemma":[0.9864681,0.002839706,0.0003794148,0.0001371499,0.002227418,0.000002657725,0.000002015263,0.000007708237,0.007935789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6324824,"threshold_uncertainty_score":0.9999103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0611887303751311,"score_gpt":0.3918072543456371,"score_spread":0.330618523970506,"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."}}