{"id":"W4298021370","doi":"","title":"Proceedings of ICCSA 2009 - 3rd International Conference on Complex Systems and Applications","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001033975,0.0002370409,0.0002976802,0.0001614852,0.00008840916,0.000263536,0.0007758152,0.000179036,0.00006820355],"category_scores_gemma":[0.00008479624,0.000255815,0.00006921787,0.0001372445,0.0001196819,0.00007249951,0.0002727769,0.0003835432,0.00001317875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006171301,"about_ca_system_score_gemma":0.00003749351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548057,"about_ca_topic_score_gemma":0.00004273994,"domain_scores_codex":[0.9985343,0.0001538925,0.0004376639,0.0004013556,0.0002952484,0.000177588],"domain_scores_gemma":[0.9976031,0.0001369554,0.0002239066,0.0005563825,0.001376396,0.0001032824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006941706,0.0002620869,0.0003556036,0.0005667027,0.0001101235,8.594387e-7,0.002001593,0.004371309,0.009757739,0.9214308,0.002456169,0.05868008],"study_design_scores_gemma":[0.0005345976,0.000002144607,0.005695535,0.005228802,0.00008218795,0.00002797788,0.0004011461,0.8690207,0.04664839,0.01796537,0.0532081,0.001185065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03740489,0.001899353,0.5388388,0.003238956,0.0003892408,0.001507558,0.0003027118,0.0005825633,0.4158359],"genre_scores_gemma":[0.9854975,0.001919496,0.01076911,0.00002345238,0.00003650938,0.0001068938,0.0002108297,0.00003011745,0.00140615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9480926,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942554210578716,"score_gpt":0.2414079487535997,"score_spread":0.2119824066478125,"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."}}