{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01449374,0.0004425455,0.0006274463,0.001220689,0.008502531,0.02209277,0.001781152,0.003712203,0.01845243],"category_scores_gemma":[0.02180728,0.0004817949,0.000421326,0.002089519,0.02123337,0.01219487,0.01154126,0.004477823,0.006635233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007481048,"about_ca_system_score_gemma":0.02563165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004188884,"about_ca_topic_score_gemma":0.004999316,"domain_scores_codex":[0.9709344,0.01875746,0.0008454573,0.00241801,0.004583218,0.002461407],"domain_scores_gemma":[0.9815788,0.004611219,0.001350002,0.003968837,0.001628004,0.006863121],"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":[0.00006067292,0.0003239242,0.003854519,0.0003031818,0.00001708738,0.0001182867,0.03381931,0.0002780768,0.001051945,0.6904607,0.03438542,0.2353269],"study_design_scores_gemma":[0.00003650298,0.000370003,0.002752582,0.0005293565,0.00001597636,0.0003512327,0.06317507,0.0006226152,0.0006500621,0.1798046,0.7516567,0.00003531245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05562912,0.004354984,0.04676478,0.1084151,0.002366827,0.0003616258,0.00007304356,0.0006897397,0.7813447],"genre_scores_gemma":[0.8205713,0.002769276,0.02518183,0.01820148,0.0009179682,0.0004770554,0.0000840674,0.0002605463,0.1315365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02209277,"threshold_uncertainty_score":0.07665116,"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."}}