{"id":"W2552070643","doi":"10.1109/mwie.2016.2603593","title":"Keeping Engineering In the Family: Ricalde and Kochmanová lead by example","year":2016,"lang":"en","type":"article","venue":"IEEE Women in Engineering Magazine","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRIPS architecture; Lead (geology); Engineering; Management; Sociology; Transport engineering; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005781784,0.0003834452,0.0003739302,0.000447774,0.00002407899,0.00005887481,0.0003279084,0.0001482099,0.00003519358],"category_scores_gemma":[0.0001078491,0.0003103001,0.00004220336,0.0006212698,0.00002776852,0.000222976,0.00002945513,0.0003960314,0.00007927874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003652803,"about_ca_system_score_gemma":0.00001861483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003629951,"about_ca_topic_score_gemma":0.0000185031,"domain_scores_codex":[0.9980398,0.00002398207,0.0004578271,0.0003395993,0.000218736,0.0009199934],"domain_scores_gemma":[0.9989612,0.0004137213,0.00002585496,0.0004212137,0.00001824584,0.0001597597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000172013,0.0001036014,0.002220014,0.0007108682,0.00008676213,0.00004263402,0.006490629,0.3026443,0.6629435,0.0006672086,0.01590144,0.008171842],"study_design_scores_gemma":[0.005614931,0.0002017979,0.07337105,0.001164056,0.00003305412,0.0001804297,0.0004167168,0.1053227,0.006994813,0.0002438896,0.8031816,0.003274923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652175,0.001034338,0.03112319,0.0002389659,0.0008696292,0.0002592921,0.00001659477,0.00055155,0.0006889325],"genre_scores_gemma":[0.9968389,0.0004889563,0.001523099,0.0001090034,0.0002067951,0.0002537228,0.000009450187,0.0001159472,0.0004541167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7872801,"threshold_uncertainty_score":0.9999349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948723243501152,"score_gpt":0.2333076350722426,"score_spread":0.2138204026372311,"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."}}