{"id":"W2241933907","doi":"","title":"A Survey of expatriate teachers in Kuwait","year":2011,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Expatriate; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001104906,0.0002507317,0.0003230528,0.001095836,0.002871396,0.001388171,0.0005202492,0.0007674251,0.003286189],"category_scores_gemma":[0.002537313,0.0004516054,0.0001494218,0.001563856,0.0008045654,0.0009369834,0.0009962071,0.0008084175,0.0009328724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001984595,"about_ca_system_score_gemma":0.002769261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1260036,"about_ca_topic_score_gemma":0.20935,"domain_scores_codex":[0.9989642,0.0002595258,0.00009558653,0.00007535041,0.0002314996,0.0003738483],"domain_scores_gemma":[0.9980223,0.0002705449,0.0005485124,0.00005284677,0.0005206367,0.0005852531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006575507,0.0004040113,0.8417344,0.0001681185,0.00001029448,0.001166199,0.142777,0.00003264849,0.001542276,0.0001389666,0.001722185,0.01023817],"study_design_scores_gemma":[0.00000520965,0.0002487587,0.680541,0.0000773128,0.000004200957,0.0003731643,0.3136889,0.00006203141,0.0001446473,0.00001673978,0.004821898,0.00001605342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988099,0.00007660002,0.00002470368,0.0001555587,0.000003493883,0.00003275175,0.0000891755,0.000001913977,0.0008059717],"genre_scores_gemma":[0.9959793,0.0004777637,0.0001214203,0.0004851779,0.000008302909,0.00009768939,0.0001682566,0.000003391695,0.002658585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1260036,"threshold_uncertainty_score":0.2505404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07492765437507506,"score_gpt":0.3221723630834496,"score_spread":0.2472447087083745,"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."}}