{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003867477,0.00005932671,0.0001000095,0.0001165111,0.0009152643,0.0001532632,0.0004263904,0.0000583518,0.0002914988],"category_scores_gemma":[0.0002329361,0.00005993001,0.00003579348,0.001911929,0.0001712778,0.0002186608,0.0006096698,0.0001511765,0.0002987947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000533048,"about_ca_system_score_gemma":0.0001879571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166327,"about_ca_topic_score_gemma":0.01279345,"domain_scores_codex":[0.9975429,0.0002351376,0.0001211127,0.000235849,0.001102993,0.0007620784],"domain_scores_gemma":[0.9993325,0.0002792864,0.00001731093,0.0001039349,0.000182467,0.00008450053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008048284,0.00004490164,0.7795476,0.000009070358,0.00001270484,0.00004171977,0.1518844,0.00004156361,0.00002724757,0.02619633,0.04184658,0.0003397832],"study_design_scores_gemma":[0.0004469342,0.00002486709,0.3693415,0.00003935238,0.000004844289,1.411009e-7,0.5753276,0.00008807689,0.0000889424,0.002194324,0.05222059,0.0002228204],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.824728,0.00003892923,0.00009208806,0.002272978,0.0002987708,0.000248059,0.000006771221,0.0001674386,0.172147],"genre_scores_gemma":[0.9921947,0.00003017869,0.00009667846,0.00004869018,0.00006229829,0.000003355909,0.00002418743,0.000003183692,0.007536719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4234432,"threshold_uncertainty_score":0.9949182,"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."}}