{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02952132,0.001820641,0.0007092542,0.00403526,0.02118231,0.01292873,0.006259106,0.005185399,0.01753745],"category_scores_gemma":[0.05768569,0.001403011,0.0009862239,0.002421221,0.004203559,0.00796323,0.01222009,0.007116063,0.01284764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014628,"about_ca_system_score_gemma":0.04607316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06210332,"about_ca_topic_score_gemma":0.1923734,"domain_scores_codex":[0.9644849,0.01378893,0.002508474,0.002347212,0.01286963,0.004000872],"domain_scores_gemma":[0.9125238,0.007316269,0.005103454,0.006676242,0.03734438,0.03103576],"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":[0.00005485638,0.001216856,0.02261226,0.0007387403,0.0001057341,0.002138198,0.05605545,0.00154042,0.002745329,0.005038266,0.4333656,0.4743882],"study_design_scores_gemma":[0.00006569576,0.0006080203,0.02417151,0.002969746,0.00009957915,0.001394704,0.128146,0.001440587,0.002270806,0.009591894,0.8289468,0.0002945687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07161883,0.007191767,0.1828889,0.460416,0.008584217,0.008987569,0.0006320733,0.01700088,0.2426797],"genre_scores_gemma":[0.2463184,0.01184886,0.5340645,0.04224642,0.001870057,0.005623804,0.0008552874,0.003000496,0.1541721],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06210332,"threshold_uncertainty_score":0.1561255,"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."}}