{"id":"W4299167995","doi":"","title":"4th International Conference on Complex Systems and Applications - ICCSA2014","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Political 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":[0.001367715,0.0002812454,0.0002967971,0.0001404556,0.0001538988,0.0004550545,0.0009031239,0.0002047051,0.0001566753],"category_scores_gemma":[0.0001145336,0.0003003154,0.00007483586,0.00009143174,0.0001387514,0.00005372599,0.0004592391,0.0004836782,0.00008212546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007904878,"about_ca_system_score_gemma":0.00004185606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000309706,"about_ca_topic_score_gemma":0.0001592735,"domain_scores_codex":[0.9978568,0.0007302437,0.0003944333,0.0005031739,0.0002977515,0.0002176116],"domain_scores_gemma":[0.9972791,0.0003387532,0.000165166,0.001265018,0.0008081184,0.0001438156],"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":[0.000004800354,0.0001758087,0.0002973108,0.0004788068,0.0001513534,0.000001850598,0.00173964,0.02429052,0.002362784,0.8976918,0.003596832,0.06920847],"study_design_scores_gemma":[0.0001892633,3.553158e-7,0.0007165544,0.001100523,0.00002608355,0.00001034188,0.00006729937,0.9047569,0.003141831,0.004107953,0.08538456,0.0004983277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004367054,0.0004982415,0.8355201,0.001405704,0.0003960046,0.0004951154,0.00009320473,0.0003543245,0.1568702],"genre_scores_gemma":[0.9877023,0.001323866,0.007329311,0.00004948747,0.00007176109,0.0002089945,0.0005229833,0.00004831182,0.002742971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9833353,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278345493850773,"score_gpt":0.2468533624388067,"score_spread":0.2140699075002989,"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."}}