{"id":"W4403189920","doi":"10.3390/systems12100415","title":"The Role of Complex Systems in Predictive Analytics for E-Commerce Innovations in Business Management","year":2024,"lang":"en","type":"article","venue":"Systems","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Analytics; Business analytics; Predictive analytics; Business intelligence; Business; Data science; Process management; Computer science; Knowledge management; Business model; Business analysis; Marketing","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":[0.00558839,0.0008919422,0.001139157,0.002314204,0.001072764,0.00751892,0.001186802,0.00186102,0.002371089],"category_scores_gemma":[0.01449688,0.0004442105,0.0006160197,0.00281446,0.004717344,0.00756211,0.00264796,0.003768286,0.0004992278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002265084,"about_ca_system_score_gemma":0.002265416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107333,"about_ca_topic_score_gemma":0.001968981,"domain_scores_codex":[0.9977134,0.0009970412,0.0001263414,0.0002589194,0.0008031954,0.0001011081],"domain_scores_gemma":[0.9836752,0.01376333,0.0005347314,0.0006008995,0.001174775,0.0002511394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002762182,0.00004466134,0.002578343,0.001729671,0.0001116743,0.0002427733,0.0007669133,0.02208851,0.000509757,0.830227,0.007502929,0.1341701],"study_design_scores_gemma":[0.000009925579,0.00006854758,0.001971538,0.002008996,0.00006284416,0.0002782958,0.0007453437,0.05788241,0.0006774662,0.8310935,0.1051214,0.00007965549],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02113036,0.4069884,0.44817,0.05117905,0.002603294,0.0001978115,0.0003598211,0.0003192778,0.06905194],"genre_scores_gemma":[0.543074,0.3418951,0.1014311,0.004445208,0.004541209,0.0002832385,0.0002869428,0.0001092187,0.003933962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00751892,"threshold_uncertainty_score":0.02955461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06843414452913184,"score_gpt":0.298999274134592,"score_spread":0.2305651296054602,"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."}}