{"id":"W4402401495","doi":"10.1109/tcss.2024.3447902","title":"Multigroup Multirole Assignment","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Computational Social Systems","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Natural Science Foundation of Chongqing; National Natural Science Foundation of China","keywords":"Computer science","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":[0.003451393,0.001039838,0.001126464,0.0008674019,0.002388638,0.002018692,0.002964319,0.001761308,0.01401538],"category_scores_gemma":[0.006940708,0.0003702307,0.001286976,0.001308674,0.00134348,0.003898948,0.003659139,0.002041538,0.002312382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377826,"about_ca_system_score_gemma":0.002442453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002253675,"about_ca_topic_score_gemma":0.002651058,"domain_scores_codex":[0.9948723,0.002618939,0.0002158717,0.0009743301,0.0008126638,0.0005059851],"domain_scores_gemma":[0.9966883,0.001021749,0.0003607299,0.000823028,0.0005361186,0.0005701362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003937731,0.0004594266,0.001936171,0.0004184378,0.00009201454,0.0006285864,0.00120668,0.1507827,0.005542689,0.6280816,0.01549312,0.1949648],"study_design_scores_gemma":[0.00009099044,0.0001880976,0.0004902566,0.0000728837,0.00004785914,0.0003899998,0.0005177123,0.667972,0.002370366,0.2795229,0.04828775,0.00004907602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01739661,0.000279421,0.962778,0.0005965887,0.0001816021,0.0004492095,0.000161941,0.0002992511,0.01785733],"genre_scores_gemma":[0.4998412,0.0004289116,0.4794779,0.0003412862,0.0001333189,0.0007728689,0.0004567722,0.0001395522,0.01840823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01401538,"threshold_uncertainty_score":0.04688609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04109056727617125,"score_gpt":0.2510182908002059,"score_spread":0.2099277235240346,"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."}}