{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005494352,0.0004423433,0.0003057261,0.0004846275,0.001818875,0.001931686,0.0007240198,0.0008815482,0.1084537],"category_scores_gemma":[0.001700886,0.0002398551,0.0004391177,0.0003884764,0.0003974426,0.001290454,0.001699223,0.001893169,0.03880761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009572501,"about_ca_system_score_gemma":0.002766158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009989481,"about_ca_topic_score_gemma":0.003700814,"domain_scores_codex":[0.9995841,0.00005184329,0.00001567476,0.00007180608,0.0001686993,0.0001077869],"domain_scores_gemma":[0.9979685,0.0001686496,0.00005234036,0.0001309132,0.0003782642,0.00130124],"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":[0.0001342623,0.001768375,0.002845647,0.0002048097,0.000009171026,0.0007079167,0.0006479382,0.0008891522,0.01811061,0.01659953,0.5510789,0.4070037],"study_design_scores_gemma":[0.00004371828,0.0007760469,0.00515739,0.0001338863,0.000009580423,0.001519401,0.0007038456,0.00141988,0.007936363,0.00909915,0.9731597,0.00004103722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07871111,0.001310088,0.1162371,0.01958919,0.007480389,0.001144983,0.001589651,0.01405842,0.7598791],"genre_scores_gemma":[0.1637039,0.00161807,0.1397397,0.008322258,0.001495474,0.0004040523,0.001604665,0.001956951,0.6811551],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1084537,"threshold_uncertainty_score":0.3628137,"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."}}