{"id":"W2182186668","doi":"","title":"AC 2011-592: ENHANCING THE INTEREST, PARTICIPATION, AND RE- TENTION OF UNDERREPRESENTED STUDENTS IN ENGINEERING THROUGH A SUMMER ENGINEERING INSTITUTE","year":2011,"lang":"en","type":"article","venue":"2011 ASEE Annual Conference & Exposition","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering education; Disadvantaged; General partnership; Engineering; TRIPS architecture; Medical education; Engineering management; Political science; Medicine; Transport 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":[0.0002146182,0.0002015518,0.0002029638,0.0001657638,0.00003240888,0.00003707975,0.0001883833,0.0001016774,0.0001391815],"category_scores_gemma":[0.00004695366,0.0001908657,0.00004213155,0.0001275771,0.00003883019,0.000673979,0.0000535886,0.0002311293,0.00002729619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345029,"about_ca_system_score_gemma":0.00002326844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003576379,"about_ca_topic_score_gemma":0.00025879,"domain_scores_codex":[0.9989108,0.00002882274,0.0004369919,0.0002035336,0.0001576887,0.000262154],"domain_scores_gemma":[0.9994625,0.00004716152,0.00006285845,0.0002435606,0.000116633,0.00006732051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003653669,0.001732423,0.1077313,0.003253904,0.001164634,0.00006410609,0.2960632,0.1797715,0.3552241,0.03942684,0.004723736,0.01047894],"study_design_scores_gemma":[0.001907968,0.0003675027,0.7696365,0.001388795,0.0001815057,0.00002716596,0.008266878,0.06476828,0.1499864,0.0005223043,0.001606276,0.001340424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9200215,0.0002912822,0.0781986,0.00006031292,0.0005832005,0.0002589778,0.00001360243,0.0001516836,0.0004208832],"genre_scores_gemma":[0.9988524,0.0001293949,0.0007553204,0.00001983573,0.00005744837,0.00008138868,0.00003261539,0.0000279482,0.00004366281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6619052,"threshold_uncertainty_score":0.7783278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08619069805203651,"score_gpt":0.3168680298294523,"score_spread":0.2306773317774158,"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."}}