{"id":"W4247564320","doi":"10.36227/techrxiv.12049374","title":"Utilizing Blockchain Technology in Social Media Bot Identification","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Blockchain; Identification (biology); Computer science; Selection (genetic algorithm); The Internet; Social media; Artificial intelligence; Feature selection; Machine learning; Feature (linguistics); Internet privacy; Computer security; Data science; World Wide Web","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":[0.002726436,0.0004606674,0.0007056258,0.002198265,0.001218818,0.00156394,0.0008453638,0.001539415,0.004561186],"category_scores_gemma":[0.008651651,0.0003786435,0.0003633423,0.00148569,0.001545402,0.004249039,0.002505916,0.001106652,0.002216658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007859695,"about_ca_system_score_gemma":0.001229325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038589,"about_ca_topic_score_gemma":0.002713709,"domain_scores_codex":[0.9979534,0.0009561657,0.00007012323,0.0002513835,0.0005274331,0.0002414376],"domain_scores_gemma":[0.9939706,0.002949364,0.0005533648,0.001481833,0.0007682753,0.0002765166],"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":[0.0007018893,0.0005690278,0.01746575,0.0003424649,0.0001230436,0.001365325,0.001148013,0.1524314,0.04174405,0.2280018,0.009134728,0.5469723],"study_design_scores_gemma":[0.00002922761,0.0001204481,0.001102496,0.00004727822,0.00001444562,0.0003012123,0.0001505933,0.8642142,0.01171826,0.1154841,0.006781147,0.0000365693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07085773,0.00053834,0.9159238,0.001101294,0.0001223464,0.0002742994,0.0002524987,0.001120655,0.009808922],"genre_scores_gemma":[0.8220505,0.000617534,0.1672067,0.0001977701,0.0001325683,0.0002300933,0.000358089,0.0001014286,0.009105449],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004561186,"threshold_uncertainty_score":0.01525867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04837809758225099,"score_gpt":0.2795303673043202,"score_spread":0.2311522697220693,"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."}}