{"id":"W2050464239","doi":"10.1145/1029533.1029568","title":"An implementation of a networking track in an information technology degree program","year":2004,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cincinnati; Purdue University","keywords":"Track (disk drive); Computer science; Curriculum; Quarter (Canadian coin); Work (physics); Information technology; Degree program; Engineering management; Multimedia; Engineering; Medical education","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":[0.0002725583,0.00006432147,0.000079294,0.0003845214,0.00004186095,0.0000987192,0.000322828,0.00004946821,0.00001289732],"category_scores_gemma":[0.00000213276,0.00005910067,0.00001192753,0.0008422321,0.00001192582,0.003228425,0.0000254093,0.00004796026,0.00001982392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000900828,"about_ca_system_score_gemma":0.0001878801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012896,"about_ca_topic_score_gemma":0.0003252093,"domain_scores_codex":[0.9991047,0.00001763811,0.0004822607,0.00008407737,0.0001640081,0.0001473028],"domain_scores_gemma":[0.9994203,0.000002517058,0.0001777024,0.0002180263,0.0001417792,0.0000396356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[9.465905e-7,0.00009984542,0.0123324,0.00001210396,0.000002187287,1.719696e-7,0.01202595,0.0004101959,0.00004432838,0.1031653,0.00002240095,0.8718842],"study_design_scores_gemma":[0.007281657,0.002194986,0.7333314,0.0002027855,0.000008420436,0.0001215401,0.1175553,0.06483924,0.03439552,0.01495705,0.02374254,0.001369611],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5947879,0.000005091669,0.4018398,0.0004977371,0.0002728764,0.0006196133,4.01189e-7,0.0002387299,0.001737879],"genre_scores_gemma":[0.9088278,0.000001243647,0.09090309,0.0001370115,0.00001181837,0.00009643632,0.00001929607,0.000001398264,0.000001847615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8705145,"threshold_uncertainty_score":0.2410055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224608984116164,"score_gpt":0.3270400229154888,"score_spread":0.3047939330743272,"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."}}