{"id":"W4410518263","doi":"10.3390/info16050417","title":"A Novel Method for Community Detection in Bipartite Networks","year":2025,"lang":"en","type":"article","venue":"Information","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Islamic Azad University","keywords":"Bipartite graph; Computer science; Computational biology; Artificial intelligence; Theoretical computer science; Biology; 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":[0.0004823881,0.00005735355,0.00009424304,0.0001522649,0.0001138318,0.00004620711,0.00008380868,0.00002798373,0.00001248853],"category_scores_gemma":[0.000009529621,0.00006011728,0.00005474987,0.0003572363,0.000006757155,0.0003757863,0.00003549279,0.0001460272,0.00000203065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003625047,"about_ca_system_score_gemma":0.00001207364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005885,"about_ca_topic_score_gemma":0.0002508283,"domain_scores_codex":[0.999552,0.00004100593,0.0002395438,0.00003337018,0.00003471869,0.00009935837],"domain_scores_gemma":[0.9995819,0.0001195567,0.00008310018,0.000144653,0.00006022538,0.00001053915],"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":[0.00003682022,0.00006900835,0.003127765,0.00002153903,0.00004644561,4.232863e-9,0.0005483577,0.0180075,0.0009355307,0.0247558,0.0009606934,0.9514905],"study_design_scores_gemma":[0.0003717867,0.00001523222,0.004187372,0.00002601195,0.00001800353,8.268961e-8,0.0002123855,0.9692603,0.004920532,0.006057149,0.01485619,0.00007493093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009652777,0.000003178336,0.9840936,0.00005123505,0.00004531022,0.0002356439,0.000004590463,0.00004487579,0.005868797],"genre_scores_gemma":[0.9793605,3.952463e-7,0.02024597,0.0001073855,0.00003264641,0.0001424848,0.00009092042,0.000002032554,0.00001765127],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9697077,"threshold_uncertainty_score":0.2451511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489828180875585,"score_gpt":0.3129438704468199,"score_spread":0.298045588638064,"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."}}