{"id":"W4323033762","doi":"10.1145/3545945.3569789","title":"Equitable Student Persistence in Computing Research Through Distributed Career Mentorship","year":2023,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Socioemotional selectivity theory; Indigenous; Persistence (discontinuity); Graduate students; Medical education; Psychology; Pedagogy; Medicine; 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":[0.01718112,0.0004072139,0.0003164454,0.001687101,0.004986829,0.006835835,0.002397486,0.0007990725,0.006352162],"category_scores_gemma":[0.03710981,0.0002581846,0.0007445421,0.001414396,0.002207479,0.003169704,0.01552288,0.001902806,0.001221226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002842397,"about_ca_system_score_gemma":0.01657929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003095871,"about_ca_topic_score_gemma":0.01442529,"domain_scores_codex":[0.9890469,0.006637163,0.0002546622,0.0006658341,0.001636246,0.001759195],"domain_scores_gemma":[0.9609973,0.008513723,0.00366026,0.005061694,0.003342519,0.01842447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002070533,0.00610173,0.1794665,0.0003054407,0.0001222789,0.0001599141,0.0228971,0.0009034283,0.001283538,0.008695632,0.02685744,0.7529999],"study_design_scores_gemma":[0.000751775,0.006610172,0.5735227,0.001426253,0.0004051977,0.0008866704,0.1198977,0.007499581,0.006163386,0.03678928,0.2457487,0.0002986111],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9165447,0.0004415548,0.01137261,0.02038414,0.0002360637,0.0009107437,0.0001632333,0.0005715367,0.04937548],"genre_scores_gemma":[0.9742585,0.0003346888,0.01513167,0.001181749,0.0001058561,0.0005628844,0.0001420997,0.00006670288,0.008215916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01718112,"threshold_uncertainty_score":0.09086353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3739467089335443,"score_gpt":0.4395457530020033,"score_spread":0.06559904406845901,"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."}}