{"id":"W2800425842","doi":"10.1080/08841241.2018.1471014","title":"A comparative study of international recruitment – tensions and opportunities in institutional recruitment practice","year":2018,"lang":"en","type":"article","venue":"Journal of Marketing for HIGHER EDUCATION","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Higher education; CLARITY; Flexibility (engineering); International education; Public relations; Business; Political science; Economic growth; Management; Economics","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":[0.003605515,0.00006922501,0.0001600192,0.0001965215,0.0002030231,0.00004038041,0.0001196824,0.00003508243,0.0001329459],"category_scores_gemma":[0.0006614855,0.00006358591,0.0000268437,0.0001382844,0.0001255438,0.0004163349,0.00002081248,0.00007922453,9.906402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003587367,"about_ca_system_score_gemma":0.001548107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002084493,"about_ca_topic_score_gemma":0.0001676795,"domain_scores_codex":[0.9984381,0.0004435045,0.0004890853,0.0001058362,0.0004190343,0.0001044708],"domain_scores_gemma":[0.9971725,0.000693002,0.0006968776,0.00005883,0.001308053,0.00007069451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005152915,0.0172029,0.1394486,0.00009619071,0.0007375634,0.00001017181,0.5610082,0.00005702341,0.0003690575,0.06050347,0.1144029,0.101011],"study_design_scores_gemma":[0.0005382615,0.0002219692,0.2461045,0.0001534607,0.00002667495,0.000005260691,0.05674578,0.000002258008,0.00001706422,0.0002767633,0.6958458,0.00006221421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671026,0.000418264,0.00002864499,0.01396185,0.003654791,0.0009194447,0.00000329415,0.00000432745,0.01390679],"genre_scores_gemma":[0.9895985,0.0003978114,0.006121858,0.0003285278,0.0006671718,0.0001248994,0.000003374746,0.000003970602,0.002753895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5814429,"threshold_uncertainty_score":0.2746275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2670767272889427,"score_gpt":0.4650608680953929,"score_spread":0.1979841408064502,"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."}}