{"id":"W3096813782","doi":"10.1115/detc2020-22687","title":"Broadening Participation: Over Ten Years of Outreach Within the IDETC-DED Community","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Outreach; Ethos; Economic shortage; Diversity (politics); Public relations; Young professional; Engineering education; Political science; Engineering; Medical education; Engineering ethics; Engineering management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001194557,0.00006245822,0.00008098241,0.00001585148,0.00003240006,0.00001392072,0.0001340883,0.00002492661,0.0001312445],"category_scores_gemma":[0.00005287375,0.00004999591,0.00002345957,0.0001689,0.00001424231,0.00004331251,0.0000239048,0.0001775547,0.0000272078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001829465,"about_ca_system_score_gemma":0.00001248422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003851921,"about_ca_topic_score_gemma":0.00001366924,"domain_scores_codex":[0.9995799,0.00002719252,0.0001673541,0.00004278122,0.0001009135,0.00008184581],"domain_scores_gemma":[0.9997265,0.00004750509,0.00001949271,0.0001365947,0.00001742574,0.00005250854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000241198,0.0003324389,0.07729192,0.0007227952,0.0006666008,0.000005909728,0.2565304,0.5164754,0.02288271,0.01481088,0.07718717,0.03306971],"study_design_scores_gemma":[0.0006391238,0.00005537446,0.8097983,0.00006632323,0.00004756785,0.000003261504,0.006161932,0.1553274,0.01690556,0.00009660324,0.01042345,0.0004751145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919454,0.00005404222,0.002842483,0.0004327892,0.0001892896,0.00007773158,0.000001221161,0.0002302209,0.004226815],"genre_scores_gemma":[0.9985326,0.000003011019,0.001122638,0.0001774499,0.00002628492,0.00001349656,0.000004970891,0.00001224491,0.0001073267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7325064,"threshold_uncertainty_score":0.2038774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02522199955742748,"score_gpt":0.2495153789119171,"score_spread":0.2242933793544896,"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."}}