{"id":"W4250726945","doi":"10.1007/978-1-4939-7131-2_100152","title":"Community Detection","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geography","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":[0.001088394,0.001402616,0.001081893,0.0048932,0.001594194,0.002524095,0.002503208,0.001549859,0.02701271],"category_scores_gemma":[0.004925141,0.000534313,0.0009656772,0.003120287,0.0006795239,0.002952519,0.002486738,0.001522004,0.01783716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009640543,"about_ca_system_score_gemma":0.001053706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002621374,"about_ca_topic_score_gemma":0.004292952,"domain_scores_codex":[0.9987357,0.0001699007,0.00003487308,0.0004432354,0.0004949347,0.0001212889],"domain_scores_gemma":[0.9982096,0.0003797595,0.000119014,0.0004391409,0.0007088055,0.0001436744],"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":[0.0001044435,0.0001727656,0.001369545,0.0003103209,0.00006449599,0.00009161966,0.0001436479,0.005909162,0.007007877,0.04947908,0.1661016,0.7692456],"study_design_scores_gemma":[0.00005948548,0.0001747544,0.003663898,0.0003028347,0.0001100849,0.001317892,0.0004130466,0.2986788,0.03020068,0.2076952,0.4572601,0.0001232919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01187333,0.004488188,0.8266142,0.002204222,0.001971632,0.0008850502,0.003726609,0.01056846,0.1376683],"genre_scores_gemma":[0.146205,0.003634939,0.6022118,0.0009753043,0.00121606,0.0006450747,0.01244668,0.002007666,0.2306575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02701271,"threshold_uncertainty_score":0.09036648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02660267179936253,"score_gpt":0.2254215808147572,"score_spread":0.1988189090153947,"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."}}