{"id":"W3121992728","doi":"10.1557/s43577-020-00005-z","title":"Workshop focuses on the rise in MSE undergraduates","year":2021,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Division of Materials Research; National Science Foundation","keywords":"Engineering physics; Mathematics education; Materials science; Engineering ethics; Engineering; Psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002976632,0.00005039615,0.00005370909,0.00002945075,0.000146132,0.00007782566,0.0001257452,0.00003552011,0.003254437],"category_scores_gemma":[0.0007382527,0.00004039035,0.00002993597,0.0002472918,0.00005607512,0.00001451307,0.00001931525,0.0001064641,0.0009938788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005270378,"about_ca_system_score_gemma":0.00007644198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000421066,"about_ca_topic_score_gemma":0.000671345,"domain_scores_codex":[0.9993968,0.0001123018,0.00006857925,0.0001077933,0.000151291,0.0001632091],"domain_scores_gemma":[0.9994701,0.0003223822,0.00001457638,0.0001193641,0.00002792973,0.00004560395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007341605,0.0001754682,0.001231177,0.000004424354,0.00001144449,0.00003087687,0.01539112,0.0006553488,0.00002238519,0.2402792,0.7364706,0.005720647],"study_design_scores_gemma":[0.00007078797,0.000002818442,0.0008279073,0.00002207808,0.000001860743,1.735442e-7,0.01165433,0.000009583498,0.00008672137,0.0007326664,0.986532,0.00005901253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2694096,0.0006280664,0.00002942574,0.5222911,0.001195775,0.0001256221,0.000001856408,0.00010541,0.2062131],"genre_scores_gemma":[0.9686767,0.0002093375,0.0001192647,0.0007676198,0.0001356506,0.00001327235,7.73656e-7,0.000006357375,0.030071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6992671,"threshold_uncertainty_score":0.9997839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03604299083690977,"score_gpt":0.2848247450492866,"score_spread":0.2487817542123769,"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."}}