{"id":"W4383900280","doi":"10.1007/978-3-031-37616-0","title":"Advances in Practical Applications of Agents, Multi-Agent Systems, and Cognitive Mimetics. The PAAMS Collection","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Office National d'études et de Recherches Aérospatiales; Institute of Automation, Chinese Academy of Sciences; Russian Academy of Sciences; Technische Universität Clausthal; Tokyo University of Agriculture and Technology; Université de Montpellier; Tokyo University of Agriculture; Qilu University of Technology; Universidad de Caldas; Universidade do Porto; Aristotle University of Thessaloniki; Universidade do Minho; Syddansk Universitet; Universidad Carlos III de Madrid; Università degli Studi di Napoli Federico II; Malmö Högskola; Università Politecnica delle Marche; Umeå Universitet; Université Laval; Universidad Nacional del Centro de la Provincia de Buenos Aires; Università degli Studi di Genova; Université de Toulouse; Agencia Estatal de Investigación; University of Crete; Centre de Coopération Internationale en Recherche Agronomique pour le Développement; Universidad Complutense de Madrid; Aalto-Yliopisto; Università di Bologna; Universität Bremen; Universidade de Lisboa; Universitat Politècnica de València; Università Degli Studi di Modena e Reggio Emila; Uniwersytet Morski w Gdyni; Purdue University; Université de Sherbrooke; RMIT University; Universidad de Sevilla; Centre National de la Recherche Scientifique; Chinese Academy of Sciences; Universidade Federal de Santa Catarina; Georgia Institute of Technology; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Technische Universiteit Delft","keywords":"Computer science; Key (lock); Management science; Data science; Computer security; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001438929,0.0002896912,0.0004257109,0.0006564921,0.0002424889,0.000280589,0.0009103306,0.0002044483,0.000001472526],"category_scores_gemma":[0.000258235,0.0002217155,0.00005723792,0.001836398,0.0004329279,0.0005268615,0.0005503329,0.0004682749,0.00001502165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000258734,"about_ca_system_score_gemma":0.0005809577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009239748,"about_ca_topic_score_gemma":0.0003734979,"domain_scores_codex":[0.9970168,0.0002162323,0.000653182,0.0009726764,0.0007671047,0.000374017],"domain_scores_gemma":[0.996907,0.001623203,0.0005189863,0.0005919865,0.00027335,0.00008547701],"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":[0.0000412948,0.000713033,0.004873181,0.00172915,0.00009418167,0.0001107456,0.01293613,0.07869741,0.0002083263,0.01092981,0.0007752776,0.8888915],"study_design_scores_gemma":[0.0005391642,0.0001087839,0.003589788,0.000828412,0.00002051651,0.0000459063,0.00001038667,0.9902885,0.0002139682,0.002416292,0.001585655,0.0003526073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000092029,0.00208802,0.9944132,0.0002866737,0.001258385,0.001634437,0.00001087696,0.00006294638,0.0001534526],"genre_scores_gemma":[0.8268808,0.003177884,0.1644118,0.0006545996,0.0009226722,0.001031698,0.00005542065,0.00009969789,0.002765478],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9115911,"threshold_uncertainty_score":0.9041296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473062060871547,"score_gpt":0.3194963898189395,"score_spread":0.284765769210224,"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."}}