{"id":"W3207557835","doi":"10.1109/iisa52424.2021.9555515","title":"A Teaching Assistant for Microelectronic Circuits Problems","year":2021,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Triode; Electronic circuit; Computer science; Microelectronics; Transistor; Electronic engineering; Diode; Key (lock); Electrical engineering; Computer engineering; Engineering; Capacitor; Voltage","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":[0.0000913142,0.0001195159,0.0001166078,0.00003496543,0.00005628334,0.00004091822,0.00007683492,0.00004616754,0.00005672274],"category_scores_gemma":[0.0000250444,0.0001316256,0.00006141285,0.00007164554,0.000005423148,0.0000712732,0.00001749513,0.0002041891,0.0000182345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001573265,"about_ca_system_score_gemma":0.00001836802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000041061,"about_ca_topic_score_gemma":0.000008077973,"domain_scores_codex":[0.9993131,0.00000911483,0.0001379437,0.0001518632,0.00006963243,0.0003183114],"domain_scores_gemma":[0.9997375,0.00004364262,0.00000863397,0.0001453174,0.00001809997,0.00004682282],"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":[3.872993e-7,0.00001442645,0.00003130589,0.0001283565,0.00004449135,0.000003560719,0.0002478039,0.04954044,0.9416406,0.003484895,0.0005381119,0.0043256],"study_design_scores_gemma":[0.0005469788,0.00005847761,0.00009174466,0.00009267047,0.00001739726,0.0000679001,0.0002085836,0.1836547,0.5714059,0.0002199478,0.2431583,0.0004772989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2030806,0.007955572,0.6719704,0.0001894272,0.0009777932,0.0005834718,0.00001123383,0.003231694,0.1119998],"genre_scores_gemma":[0.9856108,0.00001262023,0.0115253,0.00003394235,0.00008225731,0.00007719051,0.00001594245,0.00006892387,0.002573004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7825302,"threshold_uncertainty_score":0.5367537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007880375994546423,"score_gpt":0.2171901109066167,"score_spread":0.2093097349120703,"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."}}