{"id":"W4309342498","doi":"10.1109/smc53654.2022.9945590","title":"Multi-Group Role Assignment with Constraints in Adaptive Collaboration","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Nature; Fundamental Research Funds for the Central Universities; Natural Science Foundation of Chongqing","keywords":"Task (project management); Computer science; Set (abstract data type); Group (periodic table); Process (computing); Mathematical optimization; Scheme (mathematics); Operations research; Engineering; Mathematics","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":[0.002084461,0.0009341274,0.001172552,0.0007321297,0.001354151,0.001490511,0.002489174,0.00131368,0.002232505],"category_scores_gemma":[0.005347984,0.0004937563,0.0006930507,0.0012571,0.001006889,0.003387846,0.002441678,0.001342214,0.0004082377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007892366,"about_ca_system_score_gemma":0.001602687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871491,"about_ca_topic_score_gemma":0.002233008,"domain_scores_codex":[0.9976853,0.0008657188,0.0001091733,0.0006451501,0.0004007513,0.0002937938],"domain_scores_gemma":[0.997512,0.001090078,0.0003428932,0.0004068565,0.0003197882,0.0003283554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004389452,0.0003651204,0.002404869,0.0003045174,0.00008297278,0.0004302291,0.001134212,0.6518375,0.009007194,0.08447695,0.004522765,0.2449947],"study_design_scores_gemma":[0.00004741465,0.0000991221,0.0003720117,0.00001896739,0.00002003356,0.0001308744,0.0002014472,0.9677777,0.001801381,0.02613274,0.003370918,0.00002743752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02764681,0.000248829,0.9688374,0.0002311818,0.00005062457,0.00009828674,0.00003862562,0.0002736712,0.002574543],"genre_scores_gemma":[0.6475867,0.0002426842,0.3489205,0.0001419814,0.00006586954,0.0002240012,0.0001255553,0.00008856288,0.00260414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002871491,"threshold_uncertainty_score":0.01102382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347475054769768,"score_gpt":0.257146113009103,"score_spread":0.2236713624614053,"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."}}