{"id":"W2954693994","doi":"10.1002/nsr.30476","title":"Boost retention, attract students with a graduate research symposium","year":2019,"lang":"en","type":"article","venue":"Recruiting & Retaining Adult Learners","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Event (particle physics); Field (mathematics); Work (physics); Mathematics education; Medical education; Computer science; Psychology; Engineering; Pedagogy; Medicine; Mathematics; Physics; 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":[0.005551852,0.0008619353,0.0005417361,0.001704363,0.008692972,0.008280631,0.001685315,0.002828121,0.1494071],"category_scores_gemma":[0.01037193,0.0006401107,0.000977207,0.0009045971,0.001136532,0.00206301,0.008643785,0.004016152,0.04905589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003713191,"about_ca_system_score_gemma":0.01820629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02236259,"about_ca_topic_score_gemma":0.1127585,"domain_scores_codex":[0.9975527,0.0004849483,0.00006171679,0.0001523731,0.0007985433,0.0009497952],"domain_scores_gemma":[0.964793,0.0005983132,0.0005669805,0.000676182,0.003854914,0.02951064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001072007,0.0005817992,0.004025222,0.0001463683,0.00001671844,0.000169481,0.002302807,0.00004230254,0.001334488,0.001091064,0.9235586,0.0666239],"study_design_scores_gemma":[0.0001465409,0.0008714352,0.03216209,0.0002138554,0.00005329774,0.00021236,0.01429365,0.0001537271,0.0009400237,0.001065462,0.949818,0.00006957025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1552935,0.006645181,0.007555535,0.2739227,0.03651719,0.004675922,0.003268413,0.007471794,0.5046498],"genre_scores_gemma":[0.2092127,0.0041108,0.009995849,0.02406735,0.01190357,0.002044922,0.002060565,0.001079889,0.7355244],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1494071,"threshold_uncertainty_score":0.4998165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1834210724246034,"score_gpt":0.4150106578625282,"score_spread":0.2315895854379248,"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."}}