{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002548114,0.0006683372,0.0009958664,0.002875309,0.001218932,0.001432457,0.002353609,0.001358354,0.001128352],"category_scores_gemma":[0.009640206,0.0005883188,0.001004776,0.001996675,0.001486034,0.001897908,0.002365624,0.001023191,0.0003874412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353391,"about_ca_system_score_gemma":0.001221214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005152806,"about_ca_topic_score_gemma":0.004863621,"domain_scores_codex":[0.9978638,0.0007015684,0.00007803579,0.0005546109,0.0006373564,0.0001646106],"domain_scores_gemma":[0.9950676,0.002686083,0.0008094012,0.0004643459,0.0007700524,0.0002024885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001049006,0.00005939858,0.003984681,0.0001298929,0.0001268324,0.000157243,0.0002554244,0.8434999,0.005466869,0.05360346,0.001828428,0.09078303],"study_design_scores_gemma":[0.000005613822,0.000009963514,0.0002433505,0.00000522469,0.000005231411,0.00002957773,0.00001573368,0.9808996,0.0007732195,0.0175804,0.0004239096,0.000008252848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01453217,0.00009071657,0.9844809,0.00009558562,0.00001005026,0.00003995123,0.00004906143,0.0002474328,0.0004541352],"genre_scores_gemma":[0.4730966,0.0002132844,0.5239029,0.0001272792,0.00006813706,0.0002551937,0.000375228,0.000116279,0.001845083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005152806,"threshold_uncertainty_score":0.01347589,"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."}}