{"id":"W2377324557","doi":"","title":"Investigations and Some Viewpoints on Computing Curricula of Graduate Students","year":2005,"lang":"en","type":"article","venue":"Journal of Electrical & Electronic Engineering Education","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Viewpoints; Mathematics education; Graduate students; China; Point (geometry); Computer science; Engineering ethics; Engineering physics; Medical education; Engineering; Sociology; Political science; Psychology; Pedagogy; Mathematics; Medicine; Physics","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":[0.000736043,0.0001105047,0.0001856628,0.0003144893,0.00006441636,0.00006932041,0.0003598602,0.00004074212,4.751265e-7],"category_scores_gemma":[0.0003388262,0.0001006974,0.00006096819,0.000479671,0.00001254043,0.0003004094,0.00003104962,0.0006780961,0.000001700301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083008,"about_ca_system_score_gemma":0.0002577231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004142703,"about_ca_topic_score_gemma":1.988421e-7,"domain_scores_codex":[0.9987719,0.00006761472,0.0003822629,0.000137096,0.0003603295,0.0002808025],"domain_scores_gemma":[0.9992016,0.0001589941,0.0002924811,0.0001265504,0.000111265,0.0001090969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007344346,0.000702737,0.00189889,0.00005127426,0.00008191344,0.000001277996,0.001475015,0.02521497,0.002718004,0.08356005,0.0004504721,0.8838381],"study_design_scores_gemma":[0.003879813,0.007911061,0.250786,0.003024264,0.0003365393,0.001556531,0.0001228408,0.6249357,0.01859006,0.009847398,0.07697251,0.002037232],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8890524,0.002310777,0.1069269,0.0013711,0.0002084037,0.00007656145,4.720791e-8,0.00004575324,0.000008038296],"genre_scores_gemma":[0.9708416,0.0001134515,0.02866865,0.0001063225,0.0002398305,0.000001574539,4.925593e-7,0.0000093246,0.00001875368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8818008,"threshold_uncertainty_score":0.410632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122830575812987,"score_gpt":0.2907408261666725,"score_spread":0.2795125204085426,"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."}}