{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005730573,0.000913394,0.0009396492,0.003567448,0.000572968,0.0009140187,0.0007642712,0.0007840635,0.001699934],"category_scores_gemma":[0.00608343,0.0002927835,0.0005046155,0.002105459,0.0003392902,0.001684277,0.0004776467,0.0003856858,0.001206894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006547203,"about_ca_system_score_gemma":0.0005187515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005684988,"about_ca_topic_score_gemma":0.006371305,"domain_scores_codex":[0.999359,0.0001626602,0.00004348228,0.0001585911,0.0002106808,0.00006571629],"domain_scores_gemma":[0.9965875,0.001084485,0.0004436538,0.0005478291,0.00125012,0.00008639513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009554898,0.0002407356,0.01461623,0.0006059774,0.0002318742,0.0006294976,0.0005149349,0.2612869,0.04217499,0.007943905,0.01891455,0.651885],"study_design_scores_gemma":[0.00001120783,0.0000729853,0.002202468,0.0000142603,0.0000350712,0.0001484206,0.00008037454,0.9822578,0.007436146,0.005123161,0.002608535,0.000009681894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1760241,0.0008973568,0.8084026,0.0004506824,0.00009476996,0.0002185751,0.001890627,0.008452968,0.003568276],"genre_scores_gemma":[0.6672998,0.0005107745,0.3209578,0.0001779992,0.0001083027,0.0001591784,0.006219594,0.0002388398,0.004327693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005684988,"threshold_uncertainty_score":0.01130384,"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."}}