{"id":"W2063433358","doi":"10.1109/saso.2012.39","title":"Maintaining Spatial Relationships in Uncertain Environments","year":2012,"lang":"en","type":"article","venue":"","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Computation; Distributed computing; Key (lock); Class (philosophy); Resource (disambiguation); Software; Artificial intelligence; Computer security; Programming language; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.0008747217,0.00009257036,0.00007666253,0.0001059009,0.00007213655,0.00003840717,0.0003881402,0.00003455902,0.0001638503],"category_scores_gemma":[0.00002269872,0.00008953211,0.00002416701,0.0002183835,0.00001548918,0.0004522323,0.0002955299,0.000137483,0.0003801972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568073,"about_ca_system_score_gemma":0.00001199579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001288499,"about_ca_topic_score_gemma":0.00005772628,"domain_scores_codex":[0.9988176,0.0001669542,0.000193031,0.0002114671,0.0002201425,0.0003908536],"domain_scores_gemma":[0.9993326,0.0001066812,0.00004695922,0.0004149074,0.000002259723,0.00009657428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005738437,0.0001924343,0.4738068,0.000005412834,0.00001665093,0.00002348413,0.001015467,0.03129322,0.00004992082,0.4140593,0.00257883,0.07695276],"study_design_scores_gemma":[0.000879876,0.00005870514,0.4994822,0.00002697284,0.000007836182,0.000004809403,0.0002438157,0.4259871,0.0003658663,0.004053269,0.06840532,0.0004842043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01521984,0.00005211916,0.9651979,0.0004536251,0.0002493673,0.0002198476,1.598563e-7,0.00006628378,0.01854082],"genre_scores_gemma":[0.9630942,0.000006625596,0.03548761,0.0004029083,0.0000900644,0.00004126719,0.000002991979,0.000006099345,0.0008682624],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9478743,"threshold_uncertainty_score":0.4886793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03756001253723299,"score_gpt":0.2418791220647826,"score_spread":0.2043191095275496,"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."}}