{"id":"W4211002294","doi":"10.1007/978-3-030-87304-2_5","title":"Big Data for Educational Service Management","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in big data","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Big data; Computer science; Process (computing); Data science; Service (business); The Internet; Field (mathematics); Knowledge management; World Wide Web; Business; Marketing; Data mining","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":[0.001252166,0.000812877,0.000598322,0.002477919,0.001227219,0.006332338,0.0009858796,0.001723711,0.02678726],"category_scores_gemma":[0.002734414,0.0004427907,0.0004711332,0.005952542,0.001715741,0.01307578,0.002382208,0.003889302,0.00992847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002351993,"about_ca_system_score_gemma":0.002446151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864295,"about_ca_topic_score_gemma":0.004965635,"domain_scores_codex":[0.9992808,0.0001358346,0.0000263545,0.00007769005,0.0004216797,0.00005768762],"domain_scores_gemma":[0.9985968,0.0008412813,0.00005335619,0.0001783784,0.0002036443,0.0001264721],"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":[0.000008295552,0.00003058915,0.0001246104,0.000191024,0.00001022539,0.00003119407,0.0002048628,0.000714687,0.0001758321,0.3312507,0.493454,0.1738039],"study_design_scores_gemma":[0.000002066544,0.000004515698,0.0001517645,0.0002022438,0.000003263787,0.000041986,0.0002019565,0.001604059,0.0001500105,0.2190191,0.7786102,0.000008862083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00245747,0.1231186,0.08865428,0.09580544,0.01624019,0.0001874156,0.002658242,0.001523324,0.669355],"genre_scores_gemma":[0.0582945,0.1352664,0.06176551,0.02014252,0.01450714,0.0003412554,0.003135072,0.001381515,0.705166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02678726,"threshold_uncertainty_score":0.08961231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3673356925694293,"score_gpt":0.4027540270179432,"score_spread":0.03541833444851389,"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."}}