{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005044376,0.001054176,0.0008644488,0.0006756773,0.006262993,0.004320614,0.001097957,0.001947204,0.0235256],"category_scores_gemma":[0.003126177,0.0004808717,0.0009911701,0.0004757119,0.001755643,0.002171055,0.008193298,0.004567846,0.008850605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440605,"about_ca_system_score_gemma":0.003778908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006447589,"about_ca_topic_score_gemma":0.00265581,"domain_scores_codex":[0.9962953,0.00132663,0.00008555851,0.0002537627,0.000890918,0.001147933],"domain_scores_gemma":[0.9908824,0.0002892772,0.000245245,0.0001558636,0.0006877951,0.007739485],"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":[0.0005857013,0.004825172,0.01178817,0.0008513257,0.00004785566,0.002619562,0.06628414,0.0003420254,0.0149255,0.01853404,0.6277133,0.2514832],"study_design_scores_gemma":[0.00004645388,0.002145212,0.009217751,0.0002720941,0.0000183835,0.002145128,0.02720638,0.0002257874,0.00266311,0.003329861,0.952684,0.00004583153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4302867,0.03106461,0.01443647,0.113745,0.0275462,0.000679537,0.0006191502,0.002123433,0.379499],"genre_scores_gemma":[0.625573,0.01502921,0.01250567,0.02404006,0.006047663,0.000544704,0.0008595514,0.0004707595,0.3149295],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0235256,"threshold_uncertainty_score":0.07870096,"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."}}