{"id":"W4410639272","doi":"10.1109/mc.2025.3551196","title":"Teaching a Compiler Course","year":2025,"lang":"en","type":"article","venue":"Computer","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Course (navigation); Compiler; Computer science; Mathematics education; Programming language; Psychology; Physics; Astronomy","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":[0.0004432959,0.0001158032,0.0001339644,0.00009875229,0.0002861838,0.000295021,0.0008325709,0.00004742673,0.000004382146],"category_scores_gemma":[0.00001258877,0.0001070529,0.00006895651,0.0001775305,0.00002824066,0.0001854428,0.0004105079,0.0004486658,0.00008296587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002387436,"about_ca_system_score_gemma":0.00004741531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003760462,"about_ca_topic_score_gemma":0.000001482074,"domain_scores_codex":[0.9989782,0.0001578841,0.0001485194,0.0003305564,0.0001251144,0.0002597301],"domain_scores_gemma":[0.9992545,0.0001211242,0.0000404656,0.0005022824,0.00002772855,0.00005394365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.599184e-7,0.0000610118,0.001287023,0.000009669644,0.00001844419,0.000008526324,0.0007052507,0.0002601433,0.000007111959,0.1123908,0.01196906,0.8732821],"study_design_scores_gemma":[0.000276365,0.00004068588,0.009029869,0.00008065796,0.000006779071,0.00001142613,0.00001113193,0.161329,0.00001079541,0.0008268367,0.8282117,0.0001647331],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003920429,0.0001432221,0.9867583,0.00341588,0.001151556,0.00006840655,1.281082e-7,0.0007041694,0.003837913],"genre_scores_gemma":[0.5479524,5.525802e-7,0.4471866,0.00216082,0.0001790701,0.00000589308,0.000001383271,0.000006444031,0.002506888],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8731174,"threshold_uncertainty_score":0.436549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014019383851284,"score_gpt":0.28147899192454,"score_spread":0.2713387980860272,"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."}}