{"id":"W2911894070","doi":"","title":"Proceedings of the 2010 ACM conference on Information technology education","year":2010,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Accreditation; Curriculum; Presentation (obstetrics); Library science; Service (business); Political science; Public relations; Medical education; Management; Computer science; Medicine; Business; Law; Marketing","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":[0.002310658,0.001137632,0.001307319,0.00134913,0.001367233,0.007499492,0.001530915,0.002286067,0.2155464],"category_scores_gemma":[0.005969602,0.0003820168,0.0005120639,0.00145538,0.0008898812,0.005772789,0.002561391,0.00406033,0.1519884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116042,"about_ca_system_score_gemma":0.003045402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002757342,"about_ca_topic_score_gemma":0.005075975,"domain_scores_codex":[0.9982904,0.0003437145,0.000114007,0.0002688444,0.000740893,0.0002421339],"domain_scores_gemma":[0.9971175,0.0004762346,0.00008421438,0.0003324149,0.001098289,0.0008913353],"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":[0.00006941503,0.0001538767,0.0005408422,0.0001919696,0.00001453249,0.0000876778,0.0001249817,0.00009048291,0.0007922038,0.002616541,0.8414229,0.1538945],"study_design_scores_gemma":[0.000008213266,0.00002442895,0.0005801682,0.0001449064,0.00001045886,0.0001019916,0.0001443292,0.0005168564,0.0002546779,0.000987623,0.9972162,0.00001018858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01070663,0.05076101,0.02821151,0.05052534,0.1026773,0.0005955779,0.003873471,0.00674745,0.7459017],"genre_scores_gemma":[0.02534098,0.03060586,0.01141164,0.007638329,0.007274336,0.0003474226,0.01036873,0.000814459,0.9061982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2155464,"threshold_uncertainty_score":0.7210745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009625644517188716,"score_gpt":0.2374751778098443,"score_spread":0.2278495332926555,"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."}}