{"id":"W2593744501","doi":"10.1007/978-3-319-26470-7","title":"Simulation and Modeling Methodologies, Technologies and Applications","year":2015,"lang":"en","type":"book","venue":"Advances in intelligent systems and computing","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Set (abstract data type); Systems engineering; Management science; Data science; Engineering; Programming language","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":[0.002424952,0.0002570798,0.0005602725,0.0004481221,0.0002015947,0.0002717665,0.0003247464,0.0002974824,0.000001547279],"category_scores_gemma":[0.0008398234,0.0002116893,0.00003425984,0.0002879231,0.0001806694,0.0002412387,0.0004325874,0.0003022608,0.000004166011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008732532,"about_ca_system_score_gemma":0.00005124345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002354178,"about_ca_topic_score_gemma":0.00001295743,"domain_scores_codex":[0.9974504,0.0001091455,0.001029385,0.0007727498,0.0004421585,0.0001962138],"domain_scores_gemma":[0.9951522,0.003516361,0.0004878083,0.0004523391,0.0003324618,0.0000588626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002801083,0.000004139069,0.0002052881,0.00004577167,0.000004577236,4.216973e-7,0.000117581,0.4629083,6.308214e-7,0.04799141,0.00005781574,0.4886613],"study_design_scores_gemma":[0.00004345828,0.00001656765,0.000003053624,0.0001398387,0.000007182696,0.000005029811,0.001345871,0.5861087,0.000001826657,0.2679175,0.1442573,0.0001537045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002570316,0.06614625,0.9209849,0.00004497887,0.0001082976,0.0009240559,0.00001289662,0.0002263292,0.0112953],"genre_scores_gemma":[0.9246352,0.0109671,0.04368366,0.00005411334,0.0003779611,0.0002857486,0.00004188767,0.00007088421,0.01988348],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9243782,"threshold_uncertainty_score":0.8632439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2844710075350023,"score_gpt":0.4833341849701442,"score_spread":0.1988631774351419,"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."}}