{"id":"W4408196675","doi":"10.3390/analytics4010009","title":"Updated Aims and Scope of Analytics","year":2025,"lang":"en","type":"article","venue":"Analytics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Scope (computer science); Analytics; Data science; Computer science; Programming language","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":[0.0001671644,0.0001213894,0.0002163648,0.0003297802,0.00006975743,0.0001180437,0.0002415096,0.0000661236,0.0002557072],"category_scores_gemma":[0.0001100227,0.0001076788,0.00004191863,0.001216067,0.0001232006,0.0004211922,0.0002317002,0.00008417532,0.00006659002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008571391,"about_ca_system_score_gemma":0.00002727353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003185411,"about_ca_topic_score_gemma":0.000100212,"domain_scores_codex":[0.9992175,0.000002981645,0.0002799443,0.0001957555,0.0001413098,0.0001625216],"domain_scores_gemma":[0.9992819,0.00002648882,0.0001303968,0.0002958257,0.0002576764,0.000007640842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001040137,0.0003401058,0.2393094,0.001376916,0.0004699136,0.00002267464,0.00002712504,0.0008564746,0.001455933,0.4816018,0.2138573,0.06057831],"study_design_scores_gemma":[0.0009435396,0.00002202761,0.07681078,0.0005416179,0.001275233,0.000003058329,0.0003253545,0.1363137,0.004051711,0.03083605,0.7480814,0.0007955777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6167833,0.002937557,0.04227719,0.006062218,0.001512216,0.0005846972,0.00005266091,0.0003005688,0.3294896],"genre_scores_gemma":[0.9962381,0.0002057532,0.0002210568,0.001236234,0.0001306827,0.000001028229,0.00005984986,0.000008951542,0.001898372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5342241,"threshold_uncertainty_score":0.4391013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04745455053036469,"score_gpt":0.2975238251584026,"score_spread":0.2500692746280379,"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."}}