{"id":"W2990780437","doi":"10.1002/nsr.30542","title":"Follow best practices for managing grad student ambassador programs","year":2019,"lang":"en","type":"article","venue":"Recruiting & Retaining Adult Learners","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Graduate students; Management; State (computer science); Work (physics); Program director; Medical education; Engineering; Sociology; Library science; Political science; Computer science; Medicine; Mechanical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0005075481,0.0002871451,0.0002857835,0.0001544469,0.0001215276,0.0002065078,0.0002612913,0.0001025101,0.00002330351],"category_scores_gemma":[0.0002647805,0.0002993727,0.0001274451,0.0003254087,0.00001833762,0.0002214453,0.00003642472,0.000349659,0.0001606575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115406,"about_ca_system_score_gemma":0.00005068202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003893594,"about_ca_topic_score_gemma":0.0000145139,"domain_scores_codex":[0.9982855,0.00003321294,0.0003783869,0.0003877925,0.0003231232,0.0005919242],"domain_scores_gemma":[0.9990802,0.0001639122,0.0002014029,0.0002836648,0.0001284889,0.0001423251],"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":[0.00003468297,0.0002542516,0.09734731,0.00194665,0.0007807068,0.00001712493,0.02125058,0.0723027,0.001847677,0.004460342,0.001548006,0.79821],"study_design_scores_gemma":[0.00565041,0.001017934,0.007243656,0.004800146,0.000430851,0.00009741166,0.1675276,0.3564332,0.00262039,0.0002526807,0.4495651,0.004360572],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707947,0.0003183841,0.001899024,0.0005421429,0.001571996,0.001093161,0.000001798663,0.001155181,0.02262361],"genre_scores_gemma":[0.9814107,0.0001111027,0.01291031,0.00008351645,0.0001873154,0.0003867796,0.00005142913,0.0001178953,0.004740935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7938494,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04431768912898924,"score_gpt":0.3115662339965159,"score_spread":0.2672485448675266,"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."}}