{"id":"W1977595081","doi":"10.1109/itw.2010.5593378","title":"Weighted SCAN for modeling cooperative group role dynamics","year":2010,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Cluster analysis; Group (periodic table); Hierarchical clustering; Rest (music); Graph; Social group; Artificial intelligence; Theoretical computer science; Psychology; Social psychology","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":[0.0008791274,0.0006896838,0.0006654191,0.0009308304,0.0004351324,0.000679105,0.001820417,0.0009870873,0.003523812],"category_scores_gemma":[0.003206959,0.0004576463,0.0008116443,0.0009535899,0.0009649571,0.001736779,0.001031925,0.0007777539,0.0007347629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006951755,"about_ca_system_score_gemma":0.0006391098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008195278,"about_ca_topic_score_gemma":0.00692722,"domain_scores_codex":[0.9996603,0.0001302067,0.00001069943,0.00006020853,0.00009560972,0.00004305865],"domain_scores_gemma":[0.9988559,0.0006502403,0.0001748051,0.00008558704,0.0001437454,0.00008966553],"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":[0.00004469719,0.00002297858,0.0007716856,0.00002179456,0.00002710752,0.00007316687,0.00008242031,0.9587367,0.0008841342,0.03179532,0.0004369437,0.007103049],"study_design_scores_gemma":[0.00000243872,0.0000102898,0.00004683941,0.000001238141,0.00000226876,0.00000945737,0.000009927783,0.9933947,0.0000709769,0.006155827,0.0002942525,0.000001862213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04374063,0.0001268612,0.9526066,0.0001428899,0.00002985256,0.000043612,0.0001039527,0.0001445363,0.003061078],"genre_scores_gemma":[0.8408248,0.0005963196,0.1437245,0.00008521895,0.00006145787,0.0003296341,0.0003220376,0.00014903,0.01390704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008195278,"threshold_uncertainty_score":0.01629514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007039069360070681,"score_gpt":0.2514927957370643,"score_spread":0.2444537263769936,"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."}}