{"id":"W6922291678","doi":"10.11575/prism/31119","title":"Optimization Aspects in Network Simulation","year":2005,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Modularity (biology); Software; Context model; Key (lock); Optimization problem","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001595121,0.0006228336,0.0003987863,0.0003908532,0.0003855362,0.001166068,0.0008648983,0.000462039,0.002935574],"category_scores_gemma":[0.004661123,0.0004788844,0.0004899339,0.0006177747,0.0008781332,0.001480615,0.0012817,0.001194198,0.0006307464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005937585,"about_ca_system_score_gemma":0.0008033131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002145241,"about_ca_topic_score_gemma":0.002535964,"domain_scores_codex":[0.9987329,0.0005079375,0.0000906499,0.0001343164,0.0004695622,0.00006474232],"domain_scores_gemma":[0.9976612,0.001500774,0.0001358641,0.000386807,0.0002659704,0.0000494106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001888885,0.00007892461,0.003226955,0.0006172864,0.00007893252,0.0002299311,0.0004699627,0.5043787,0.02311346,0.2261057,0.00584086,0.2356704],"study_design_scores_gemma":[0.00004446948,0.0000441424,0.0004837566,0.00007769259,0.00004322124,0.0001863165,0.00005008419,0.8106598,0.01841179,0.1022257,0.06774665,0.00002649641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01638851,0.0005576538,0.9651356,0.0003381556,0.00003679637,0.00005086197,0.00007616312,0.00242904,0.01498731],"genre_scores_gemma":[0.3712817,0.001583915,0.6161454,0.0002441923,0.00006790214,0.000191638,0.0003592847,0.002664477,0.007461441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002935574,"threshold_uncertainty_score":0.009820521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008552459282396969,"score_gpt":0.2011793628744947,"score_spread":0.1926269035920977,"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."}}