{"id":"W4403587905","doi":"10.1093/comnet/cnae041","title":"Modularity based community detection in hypergraphs","year":2024,"lang":"en","type":"article","venue":"Journal of Complex Networks","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Modularity (biology); Computer science; Theoretical computer science; Evolutionary biology","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":[0.00110276,0.0001614228,0.000369205,0.0003752846,0.0001276609,0.0001263679,0.0003205224,0.00005610414,0.0002667495],"category_scores_gemma":[0.000006211457,0.0001468594,0.0003622497,0.0008117549,0.00005352728,0.0001811636,0.00005726073,0.001313856,0.000002412228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007358329,"about_ca_system_score_gemma":0.00004828005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912579,"about_ca_topic_score_gemma":0.0001595699,"domain_scores_codex":[0.9984406,0.0004168017,0.0005899786,0.000107648,0.0002113189,0.000233664],"domain_scores_gemma":[0.9990464,0.0002929391,0.0001925989,0.0002666497,0.0001207285,0.00008070228],"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":[0.0001811561,0.0008921552,0.0763833,0.00006323368,0.000598838,0.00006564303,0.0002745053,0.4659853,0.002430995,0.008985694,0.009948504,0.4341907],"study_design_scores_gemma":[0.0003207981,0.0001216282,0.02731664,0.000180473,0.00007608751,0.00001027289,0.00006627328,0.9398539,0.0002611107,0.02391404,0.007700924,0.0001778743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2596544,0.0004713168,0.7373991,0.000128385,0.0002572368,0.00009111466,0.000002671849,0.00005428168,0.00194144],"genre_scores_gemma":[0.9974769,0.000008735391,0.001776685,0.00005814289,0.0006305649,0.000004389613,0.00001018109,0.00002035993,0.00001408722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7378224,"threshold_uncertainty_score":0.598875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080883243451563,"score_gpt":0.281733364592667,"score_spread":0.2609245321581513,"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."}}