{"id":"W4214732297","doi":"10.17762/de.vol2022iss1.9078","title":"Spam Detection on Summarized Graph","year":2022,"lang":"en","type":"article","venue":"Design Engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Popularity; Computer science; Microblogging; Social media; Graph; Information retrieval; Social graph; Visualization; Data mining; World Wide Web; Theoretical computer science","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":[0.0001642963,0.00009573076,0.0001068065,0.0001430507,0.0001216527,0.00002397243,0.0001083534,0.000008447329,0.0003598199],"category_scores_gemma":[0.000002048129,0.0001107213,0.00008741352,0.0003174367,0.000003304124,0.00003863179,0.00004669142,0.0001789354,0.000006495303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004109331,"about_ca_system_score_gemma":0.000005598919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004044994,"about_ca_topic_score_gemma":3.320111e-7,"domain_scores_codex":[0.9994466,0.00003543085,0.0001027838,0.0001405844,0.0001218638,0.0001526938],"domain_scores_gemma":[0.9997098,0.00005856707,0.00002982799,0.0001632974,0.000009142167,0.00002936952],"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":[0.00003129641,0.00006983705,0.0004972219,0.000003140314,0.0001148209,0.000003221284,0.00006636347,0.9158529,0.03655545,0.007121921,0.000862673,0.03882114],"study_design_scores_gemma":[0.0005036904,0.0002175541,0.0006032,0.00001722746,0.00006038,0.000001876947,0.0000595993,0.9059827,0.07248314,0.005282426,0.01428639,0.0005017748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02025161,0.00001404998,0.9786391,0.00001019852,0.00009326081,0.0001226146,0.000002287152,0.0002214456,0.0006454807],"genre_scores_gemma":[0.9959947,5.984404e-7,0.003639807,0.00001102634,0.0001209628,0.0001454969,0.00001021926,0.00002052295,0.00005668328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9757431,"threshold_uncertainty_score":0.4515084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114649547153053,"score_gpt":0.2007849265194188,"score_spread":0.1896384310478882,"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."}}