{"id":"W4307947526","doi":"10.3390/computers11110153","title":"A Systemic Mapping Study of Business Intelligence Maturity Models for Higher Education Institutions","year":2022,"lang":"en","type":"article","venue":"Computers","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Holland College","funders":"","keywords":"Maturity (psychological); Capability Maturity Model; Higher education; Service Integration Maturity Model; Snowball sampling; Context (archaeology); Knowledge management; Business intelligence; Business; Computer science; Political science; Mathematics; Geography; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01797476,0.0004143699,0.0005758667,0.02484629,0.001200659,0.006973401,0.0005839171,0.0009019399,0.002599772],"category_scores_gemma":[0.04526983,0.0002930022,0.001590572,0.03362102,0.001446529,0.008840274,0.002235263,0.000988417,0.0003943423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004117744,"about_ca_system_score_gemma":0.006185798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871104,"about_ca_topic_score_gemma":0.003202604,"domain_scores_codex":[0.9944097,0.002613857,0.0009020998,0.0005766461,0.001262815,0.0002347937],"domain_scores_gemma":[0.9477096,0.03684499,0.005137431,0.001814508,0.007779641,0.0007137757],"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":[0.0003461266,0.0002704987,0.2404361,0.01514301,0.0006322932,0.001784784,0.1218878,0.00315239,0.00598779,0.1467435,0.006014658,0.457601],"study_design_scores_gemma":[0.0001122145,0.001048373,0.4082297,0.01952333,0.001652974,0.002570667,0.3405818,0.0254092,0.005864312,0.07797809,0.1167312,0.0002981693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8938546,0.01755436,0.0363601,0.004538411,0.0001292796,0.001198592,0.002507573,0.000129546,0.04372748],"genre_scores_gemma":[0.9770555,0.004848746,0.01549409,0.0001207812,0.00002553906,0.0004493953,0.001150745,0.00001678373,0.0008384216],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02484629,"threshold_uncertainty_score":0.09506077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1725180664576506,"score_gpt":0.3139558110201623,"score_spread":0.1414377445625117,"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."}}