{"id":"W2132492153","doi":"10.1109/fie.2010.5673314","title":"Summer Innovation Experience for undergraduates in semiconductor technology","year":2010,"lang":"en","type":"article","venue":"","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Society for Engineering Education; National Science Foundation","keywords":"Creativity; Quarter (Canadian coin); Graduate students; Medical education; Work (physics); Minor (academic); Engineering education; Graduate education; Internship; Engineering; Engineering management; Psychology; Medicine; Political science; Mechanical 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":[0.00004529046,0.00005093919,0.00005518622,0.0003566614,0.00002467095,0.00000742061,0.0001347277,0.0001318443,0.00003369035],"category_scores_gemma":[0.00008205105,0.00004837334,0.000007138824,0.0009194242,0.00007311055,0.00006466256,0.00001542693,0.0002028395,0.00001825105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001171757,"about_ca_system_score_gemma":0.00001065567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004533479,"about_ca_topic_score_gemma":0.0001057571,"domain_scores_codex":[0.99959,8.368924e-7,0.0001088345,0.0000968535,0.00002968165,0.0001738374],"domain_scores_gemma":[0.9997563,0.00002421745,0.00000707905,0.0001587306,0.00004163902,0.0000120244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[6.317026e-7,0.000008069535,0.002411087,0.000004092615,0.00000177494,1.311083e-7,0.00001359395,0.00000999348,0.8751997,0.1160544,0.0005715907,0.005724988],"study_design_scores_gemma":[0.0001725627,0.000009119957,0.000165422,0.000001883919,4.491159e-7,0.000002274345,0.0001341203,0.002666977,0.9483944,0.03095013,0.01742728,0.00007532763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854383,0.00002079724,0.0115463,0.001794935,0.00006252884,0.0002244879,0.000003032073,0.0003756183,0.0005339346],"genre_scores_gemma":[0.9931725,0.000008946249,0.00610876,0.0000202778,0.00001357353,0.0004746484,0.00000674771,0.000009409793,0.0001851021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08510423,"threshold_uncertainty_score":0.1972608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328226283380702,"score_gpt":0.305909855118398,"score_spread":0.2826275922845909,"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."}}