{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003619919,0.002141744,0.002602375,0.002708455,0.001456741,0.005573059,0.001865248,0.002435222,0.1503253],"category_scores_gemma":[0.004288505,0.0004353649,0.001659313,0.00185477,0.001411297,0.002300748,0.004050802,0.002767141,0.07182097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155557,"about_ca_system_score_gemma":0.00368343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003786884,"about_ca_topic_score_gemma":0.003865954,"domain_scores_codex":[0.9983398,0.0004811919,0.0001025425,0.0002660031,0.0005614228,0.0002490066],"domain_scores_gemma":[0.9959019,0.0005484184,0.00009074553,0.001031895,0.001807559,0.0006196324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004465446,0.000376572,0.001120326,0.0005067818,0.0001098002,0.0001869064,0.0001261157,0.006034957,0.005468274,0.01604935,0.4865911,0.4829832],"study_design_scores_gemma":[0.00004784672,0.0002751803,0.002448918,0.0003176796,0.00009040752,0.000388867,0.0001912041,0.03170478,0.004927141,0.01891622,0.9406403,0.000051504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0220008,0.02856575,0.520224,0.01322251,0.08894467,0.0009178925,0.003448993,0.0140893,0.3085862],"genre_scores_gemma":[0.09437919,0.0151988,0.1216781,0.002433037,0.009026793,0.0009863834,0.01217731,0.00345305,0.7406673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1503253,"threshold_uncertainty_score":0.5028883,"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."}}