{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00649454,0.0005692833,0.0004389058,0.001751163,0.009593251,0.009775689,0.001288986,0.0015193,0.05934222],"category_scores_gemma":[0.0202128,0.0002813326,0.000313769,0.001258828,0.002900015,0.004131099,0.009129169,0.004472221,0.01469535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006135588,"about_ca_system_score_gemma":0.01771702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007293561,"about_ca_topic_score_gemma":0.01138506,"domain_scores_codex":[0.9892198,0.002033456,0.0002598052,0.0006503763,0.002727889,0.005108551],"domain_scores_gemma":[0.9704458,0.00192425,0.001439908,0.0007221408,0.004560583,0.02090736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001616449,0.0004605786,0.04184162,0.0004062,0.00005536679,0.0005013681,0.02561939,0.0007859454,0.001128697,0.1282882,0.400287,0.4004641],"study_design_scores_gemma":[0.00005112429,0.0004602002,0.07011972,0.001362574,0.0000321986,0.0006660895,0.08637874,0.00116557,0.0009347534,0.07210924,0.76661,0.000109774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1606191,0.003007244,0.006115339,0.1248752,0.003388848,0.0002478861,0.0005730042,0.0006082876,0.700565],"genre_scores_gemma":[0.9069651,0.001579649,0.002970439,0.005016102,0.0006356274,0.0002754051,0.0003263944,0.0002899253,0.08194129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05934222,"threshold_uncertainty_score":0.1985195,"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."}}