{"id":"W4214526941","doi":"10.1007/978-1-4842-8051-5_4","title":"Data Analytics","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Raw data; Analytics; Computer science; Data analysis; Data science; Process (computing); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01157029,0.001869664,0.001370526,0.007682015,0.001752529,0.01440854,0.004183756,0.001823016,0.07610495],"category_scores_gemma":[0.0383079,0.0008534051,0.001690989,0.01044594,0.001418192,0.009937549,0.006500083,0.003544276,0.08169981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646318,"about_ca_system_score_gemma":0.004889258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002362597,"about_ca_topic_score_gemma":0.001392454,"domain_scores_codex":[0.9836516,0.003778781,0.001668629,0.00266999,0.007663433,0.0005675842],"domain_scores_gemma":[0.976039,0.008027345,0.001045764,0.006229509,0.007841032,0.0008173761],"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":[0.0001222303,0.0001009614,0.001586952,0.001619521,0.0001135613,0.0002248099,0.000946895,0.001898835,0.001728796,0.1218535,0.4508996,0.4189045],"study_design_scores_gemma":[0.00001284725,0.00002800908,0.0005222642,0.0005993164,0.00001681984,0.0001751571,0.0003993862,0.00190817,0.001087381,0.04060059,0.9546198,0.00003017333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003551087,0.01136525,0.4459623,0.01874923,0.005082806,0.004662853,0.07226921,0.02904972,0.4093075],"genre_scores_gemma":[0.0590258,0.02207314,0.5341909,0.01166878,0.00396642,0.004611851,0.1419929,0.009193905,0.2132763],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9238951,"threshold_uncertainty_score":0.2545964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2397318992453214,"score_gpt":0.3031100499022255,"score_spread":0.06337815065690405,"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."}}