{"id":"W4313427655","doi":"10.3390/a16010022","title":"Stochastic Local Community Detection in Networks","year":2023,"lang":"en","type":"article","venue":"Algorithms","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vertex (graph theory); Computer science; Theoretical computer science; Local community; Binary number; Algorithm; Mathematics; Graph","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003457957,0.0001029376,0.0001606147,0.0001354731,0.0001451479,0.00002411978,0.0001634084,0.00003452369,0.00008050552],"category_scores_gemma":[0.00000309318,0.0001084766,0.00007104108,0.0008830531,0.00004562282,0.00005800146,0.0001164953,0.0004155781,0.00006203665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003614106,"about_ca_system_score_gemma":0.000008937284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376955,"about_ca_topic_score_gemma":0.0003354335,"domain_scores_codex":[0.9992322,0.000128722,0.0001726342,0.0001237398,0.00009219109,0.0002505624],"domain_scores_gemma":[0.9994869,0.0001377806,0.00004227526,0.0002669451,0.00002466903,0.00004139365],"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":[0.000006159152,0.00008613829,0.002977916,0.000002194007,0.00004406884,0.000003616684,0.0001857038,0.1119751,0.00003818529,0.0005454213,0.0005063921,0.8836291],"study_design_scores_gemma":[0.0001693897,0.00002918296,0.009605392,0.00001465799,0.00001324477,5.873412e-7,0.0003810511,0.9795846,0.000125356,0.009741819,0.0002029115,0.0001317916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09911753,0.00001317892,0.8996887,0.00002246658,0.00008163308,0.0001066305,0.00000246585,0.0002092537,0.0007581252],"genre_scores_gemma":[0.999303,0.000001251354,0.0002539241,0.00001280136,0.0002174883,0.00005167083,0.0000536172,0.00001509164,0.00009114285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9001855,"threshold_uncertainty_score":0.4423547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702245971454473,"score_gpt":0.2738733043787054,"score_spread":0.2568508446641606,"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."}}