{"id":"W815718981","doi":"","title":"Non-investment, the Lack of English Fluency of Well-educated Professional Chinese Immigrants in Anglophone Canada","year":2014,"lang":"en","type":"dissertation","venue":"UPT. Syiah Kuala University Library (Syiah Kuala University)","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Immigration; Investment (military); Demographic economics; Political science; Psychology; Pedagogy; Sociology; Mathematics education; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004106688,0.0005113789,0.0008798033,0.001037999,0.0009874918,0.0000362643,0.00193618,0.0006165647,0.001013223],"category_scores_gemma":[0.0001544641,0.0005254807,0.0002935862,0.002973364,0.0004996944,0.001574205,0.0003733036,0.0006744831,0.00001289317],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000498002,"about_ca_system_score_gemma":0.005780616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4549535,"about_ca_topic_score_gemma":0.8637645,"domain_scores_codex":[0.9966236,0.0007646122,0.0005692794,0.0007082936,0.0007059093,0.0006282997],"domain_scores_gemma":[0.9972097,0.0003940158,0.0009759435,0.0005965593,0.0004958168,0.0003279185],"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":[0.001678549,0.001392803,0.4552962,0.001306068,0.0007281146,0.0002191578,0.3944748,0.0002121696,0.0002123143,0.02700337,0.1171075,0.0003689931],"study_design_scores_gemma":[0.002949976,0.0001583405,0.2783817,0.0008423198,0.0003054958,6.866559e-7,0.3427244,0.0000583452,0.0007423076,0.0006480839,0.3718628,0.00132549],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227617,0.0001011525,0.00000197703,0.0003518261,0.001704361,0.0007444544,0.0002333514,0.0000609592,0.1740403],"genre_scores_gemma":[0.8231223,0.0008410589,0.00005466834,0.0001895755,0.0002721554,8.564907e-7,0.001166138,0.00004153861,0.1743117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4088109,"threshold_uncertainty_score":0.9999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00741307734040069,"score_gpt":0.2184080883803352,"score_spread":0.2109950110399345,"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."}}