{"id":"W2148364996","doi":"10.1145/1028174.971464","title":"Research, teaching, and service","year":2004,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Structuring; Context (archaeology); Curriculum; Service (business); Graduate students; Computer science; Mathematics education; Engineering ethics; Medical education; Engineering management; Pedagogy; Sociology; Psychology; Engineering; Political science; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001860316,0.00007702495,0.00007454686,0.0001213558,0.0004736101,0.0002170534,0.0007556183,0.000041327,0.00007991364],"category_scores_gemma":[0.000330141,0.00006770193,0.00001325578,0.0002469266,0.00002174638,0.0001567466,0.0004439557,0.0003264107,0.002380055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007190221,"about_ca_system_score_gemma":0.0001270641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002684376,"about_ca_topic_score_gemma":0.000008000521,"domain_scores_codex":[0.9988519,0.0001672183,0.0001992856,0.0001937375,0.0003567629,0.000231084],"domain_scores_gemma":[0.999023,0.0001219248,0.00005003464,0.0005121535,0.0001805241,0.0001123423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005054364,0.00018798,0.0002340169,0.00009628176,0.00002267896,0.0000125908,0.0725438,0.00007505585,0.0001573357,0.591294,0.275431,0.05994023],"study_design_scores_gemma":[0.0003895389,0.00002551455,0.002342684,0.00004629673,6.72437e-7,0.00005484442,0.002158706,0.00004556017,0.0003707708,0.003837125,0.9905813,0.0001469618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3129541,0.0002516876,0.0555562,0.4929166,0.001327954,0.000843573,0.000001685331,0.0006352423,0.1355129],"genre_scores_gemma":[0.886949,0.00001137346,0.09987457,0.01034092,0.00009694458,0.00006211555,0.000003365903,0.000007550747,0.002654155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7151504,"threshold_uncertainty_score":0.9983967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360376872872277,"score_gpt":0.3113248947453306,"score_spread":0.2777211260166078,"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."}}