{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003044203,0.001390149,0.002072328,0.001349468,0.001199572,0.004416493,0.001246622,0.001196935,0.06961174],"category_scores_gemma":[0.003619769,0.0003457534,0.001087593,0.001071233,0.001097707,0.001617747,0.002152161,0.002049415,0.02192275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009630536,"about_ca_system_score_gemma":0.00247246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003962552,"about_ca_topic_score_gemma":0.008793062,"domain_scores_codex":[0.9987546,0.0003189261,0.00006782226,0.0001711197,0.0005660979,0.0001213182],"domain_scores_gemma":[0.9962609,0.0005247315,0.00007369501,0.0007512189,0.001917868,0.0004713667],"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":[0.0006257137,0.0004589583,0.002035958,0.0004847417,0.0001574182,0.0003202847,0.0002986319,0.008386916,0.008795123,0.01450408,0.502997,0.4609353],"study_design_scores_gemma":[0.00007832625,0.0003882683,0.006670852,0.0003865064,0.0001962186,0.000656516,0.0004344505,0.05314687,0.01038374,0.02065095,0.9069263,0.000081067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04816495,0.02620374,0.6004622,0.01346217,0.07470613,0.0007387201,0.001850191,0.005096459,0.2293154],"genre_scores_gemma":[0.1626068,0.01621648,0.142177,0.001641875,0.008298304,0.0005043185,0.005556952,0.002586202,0.660412],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06961174,"threshold_uncertainty_score":0.2328745,"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."}}