{"id":"W2086321520","doi":"10.1002/he.247","title":"Information technology: A contributor to innovation in higher education","year":2007,"lang":"en","type":"article","venue":"New Directions for Higher Education","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Higher education; Information technology; Business; Knowledge management; Public relations; Marketing; Pedagogy; Sociology; Political science; Economics; Economic growth; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003886685,0.0001608643,0.000163726,0.003407942,0.0002113594,0.0002367016,0.0001467449,0.0001622827,0.0001904843],"category_scores_gemma":[0.0001670572,0.00017287,0.00004461231,0.006549516,0.00001516977,0.00199334,0.00002820994,0.0001164187,0.0001749287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322441,"about_ca_system_score_gemma":0.0003157036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333785,"about_ca_topic_score_gemma":0.0001286872,"domain_scores_codex":[0.9988136,0.000002881068,0.0005550679,0.0002067702,0.0001601726,0.0002614526],"domain_scores_gemma":[0.9982883,0.00002270017,0.0002931879,0.0002100148,0.001165962,0.0000198359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001016145,0.0006261506,0.02044946,0.0001752305,0.00003077262,5.817421e-8,0.0001399766,0.0003860177,0.001008388,0.4085761,0.06334912,0.5051571],"study_design_scores_gemma":[0.0003566677,0.00000739283,0.05176399,0.00007968979,0.00005416136,4.481331e-7,0.000257065,0.0001031581,0.0001708249,0.02387707,0.9231067,0.0002228349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6838876,0.001037278,0.08594709,0.1424787,0.02334173,0.003440525,0.00001384435,0.001782077,0.05807122],"genre_scores_gemma":[0.9719805,0.000004019649,0.002617266,0.004996955,0.002692868,0.0003777144,0.0003957656,0.0000236004,0.01691133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8597576,"threshold_uncertainty_score":0.7049434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092548652302477,"score_gpt":0.2895524436135328,"score_spread":0.268626957090508,"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."}}