{"id":"W4402927527","doi":"10.23977/acss.2024.080607","title":"Design and Implementation of a Computer Network Log Analysis System Based on Big Data Analytics","year":2024,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Big data; Computer science; Analytics; Data analysis; Data science; Database; Software engineering; Operating system; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008250784,0.0001520527,0.0003680191,0.0007096116,0.00008013134,0.000257997,0.0002263697,0.00006263315,0.000003122435],"category_scores_gemma":[0.00000255603,0.0001293394,0.00003148594,0.001670076,0.00006093236,0.0005317745,0.0001715141,0.00009804644,0.000002789665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001548137,"about_ca_system_score_gemma":0.00001350006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002107699,"about_ca_topic_score_gemma":0.0001109111,"domain_scores_codex":[0.9987416,0.0000388321,0.0004924607,0.0003944179,0.0001527479,0.0001799013],"domain_scores_gemma":[0.9991193,0.0002573852,0.0001853005,0.0003550176,0.00007488323,0.000008071583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002013649,0.00005224452,0.08236617,0.002010072,0.0004901474,0.00004442663,0.00005236046,0.6617014,0.00001450873,0.05496946,0.00221148,0.1960676],"study_design_scores_gemma":[0.0002366625,0.0000379519,0.001747207,0.0004176817,0.0001984764,0.000002017714,0.0001094372,0.9938174,0.000002604943,0.0002731364,0.003024212,0.000133158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01106797,0.002452415,0.9850123,0.0002465008,0.0007068165,0.0003229173,0.00001270626,0.00009472208,0.00008365542],"genre_scores_gemma":[0.9936683,0.00006520656,0.005105095,0.000260049,0.0007705564,0.00001707424,0.00009973612,0.00001161822,0.000002385474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9826003,"threshold_uncertainty_score":0.5274309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05993778846375802,"score_gpt":0.3017338681943404,"score_spread":0.2417960797305824,"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."}}