{"id":"W2144227793","doi":"10.1007/s10993-012-9268-1","title":"The role of policy in constructing the peripheral scientist in the era of globalization","year":2013,"lang":"en","type":"article","venue":"Language Policy","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Globalization; Agency (philosophy); Promotion (chess); Construct (python library); Social science; Political science; Sociology; Higher education; Globalism; Publishing; Public relations; International education; Media studies; Public administration; Law; Politics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.03855062,0.0006806753,0.001018096,0.003604606,0.0168073,0.02280482,0.001889164,0.01326371,0.007273113],"category_scores_gemma":[0.03647255,0.0006165759,0.0005955038,0.002448043,0.1257415,0.02289353,0.01247363,0.01588767,0.0007112792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01527196,"about_ca_system_score_gemma":0.02163818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006132373,"about_ca_topic_score_gemma":0.005866732,"domain_scores_codex":[0.9804277,0.01415156,0.0003438309,0.001825399,0.00152039,0.001731061],"domain_scores_gemma":[0.9616325,0.02895581,0.001212015,0.002444517,0.002533966,0.0032211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005517816,0.000007678752,0.00008677478,0.00001094593,0.000001408069,0.00001638221,0.002368958,0.00008064129,0.00002421963,0.995267,0.000883631,0.001246871],"study_design_scores_gemma":[0.00001333976,0.000009219142,0.0001724115,0.00007204351,0.000004264964,0.00001958998,0.002433366,0.000272051,0.0001165792,0.9623202,0.03455858,0.000008353675],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04866715,0.009470635,0.03340777,0.4932941,0.001639171,0.0000808862,0.00005848371,0.0001199685,0.4132618],"genre_scores_gemma":[0.9487706,0.002130297,0.00500338,0.02130374,0.001445321,0.0001416861,0.00001862797,0.0001436015,0.02104278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9831927,"threshold_uncertainty_score":0.2038776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005238221489881265,"score_gpt":0.3145333460387684,"score_spread":0.3092951245488871,"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."}}