{"id":"W4235139872","doi":"10.1007/978-1-4939-7131-2_100358","title":"Evolving Community Detection","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geography; Computer science","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":[0.00112319,0.001211189,0.0009928657,0.002736678,0.0007761701,0.00192614,0.002013047,0.001420214,0.008327099],"category_scores_gemma":[0.005639239,0.0006165177,0.0007618422,0.002241296,0.0008073147,0.003256546,0.002194053,0.002057404,0.006023345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009263553,"about_ca_system_score_gemma":0.0005670827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002101908,"about_ca_topic_score_gemma":0.002730218,"domain_scores_codex":[0.9990349,0.0001458183,0.00002920551,0.0004033323,0.0003278787,0.00005891287],"domain_scores_gemma":[0.9983873,0.0005987465,0.00009425013,0.0003479728,0.0004619803,0.0001096516],"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":[0.0000497826,0.00008134459,0.0008936538,0.000174201,0.00006353977,0.00007077261,0.0001210026,0.03026072,0.004900706,0.05896537,0.05734839,0.8470706],"study_design_scores_gemma":[0.00001248048,0.00004658432,0.001390335,0.00009422442,0.00004130867,0.0004836947,0.00007830551,0.6944078,0.008461283,0.2051058,0.08982954,0.00004870198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005306751,0.00274386,0.9645952,0.000854669,0.0006184436,0.0001096926,0.0004938088,0.002019309,0.02325823],"genre_scores_gemma":[0.1297656,0.003619426,0.7724389,0.000626476,0.001040022,0.0002442718,0.003564503,0.00147978,0.08722109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008327099,"threshold_uncertainty_score":0.02785689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289069232134698,"score_gpt":0.254734098044237,"score_spread":0.23184340572289,"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."}}