{"id":"W2516942805","doi":"10.1002/he.20203","title":"Staffing for Success","year":2016,"lang":"en","type":"article","venue":"New Directions for Higher Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Staffing; Higher education; Human capital; Student affairs; Business; Focus (optics); Public relations; Public administration; Political science; Management; Economic growth; 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":[0.0001711498,0.00005144224,0.0000554992,0.00007095004,0.0004999931,0.00005302155,0.0001108435,0.00004952051,0.0003953782],"category_scores_gemma":[0.00009298041,0.00004131198,0.00006694011,0.0000903999,0.00002527706,0.0002271708,0.000005827399,0.00001506599,0.00002488494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002158816,"about_ca_system_score_gemma":0.0002788272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002095825,"about_ca_topic_score_gemma":0.002005959,"domain_scores_codex":[0.9994828,0.00001748976,0.00009969483,0.0001358063,0.0001173322,0.0001468892],"domain_scores_gemma":[0.9993743,0.0002373104,0.00005496436,0.00005762335,0.0002174695,0.00005836935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005296628,0.000220751,0.002254723,0.00001161898,0.00004702255,1.428943e-8,0.01239838,0.000001130518,0.0005248049,0.6100793,0.1564975,0.2179118],"study_design_scores_gemma":[0.0002606234,0.00002128997,0.002835395,0.00001754505,0.00001323479,4.598439e-8,0.001673137,2.755025e-7,0.0003082569,0.0192726,0.9755253,0.00007231227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4915172,0.002596654,0.01760466,0.2318223,0.05121042,0.00351649,0.00009372841,0.0007399803,0.2008986],"genre_scores_gemma":[0.7292327,0.0001955056,0.0008666426,0.00008603885,0.003688423,0.0002015789,0.00001163127,0.00001031451,0.2657072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8190278,"threshold_uncertainty_score":0.4329114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05094995741134028,"score_gpt":0.4005169723972112,"score_spread":0.3495670149858709,"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."}}