{"id":"W3110535306","doi":"10.1145/3423067","title":"BiNeTClus","year":2020,"lang":"en","type":"article","venue":"ACM Transactions on Intelligent Systems and Technology","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Bipartite graph; Modularity (biology); Theoretical computer science; Transformation (genetics); Data mining; 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":[0.0000454872,0.0001475061,0.0002415052,0.0001922561,0.0001295148,0.00003263067,0.0002599439,0.00007750939,0.0003017473],"category_scores_gemma":[0.000004224779,0.0001352868,0.00006948048,0.0005423317,0.00007208606,0.00003631775,0.00001599591,0.0002455513,0.00007628041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001233441,"about_ca_system_score_gemma":0.00001082644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357557,"about_ca_topic_score_gemma":0.000003844881,"domain_scores_codex":[0.9991784,0.00002032674,0.0002523223,0.0002871371,0.00008224115,0.0001795542],"domain_scores_gemma":[0.9993972,0.00004271478,0.00006294663,0.0003720711,0.00004816687,0.00007690485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004256739,0.0003255903,0.008854496,0.0000625544,0.0008165691,0.000009379749,0.00037475,0.002068617,0.002166224,0.2222908,0.003063536,0.7599249],"study_design_scores_gemma":[0.001274868,0.001970381,0.0001492326,0.00028135,0.000581282,0.00004423846,0.006930548,0.06383536,0.1008621,0.09312176,0.7290025,0.001946424],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02031147,0.000351715,0.9727482,0.004407775,0.0001137884,0.0002854019,0.00001897189,0.0004561067,0.001306625],"genre_scores_gemma":[0.9986294,0.00004231826,0.0008655923,0.00006055232,0.00008659007,0.00008583123,0.000004659852,0.00001591691,0.0002091649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9783179,"threshold_uncertainty_score":0.5516835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302654267139166,"score_gpt":0.2591309411811335,"score_spread":0.2361043985097419,"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."}}