{"id":"W2096117819","doi":"10.5555/1999416.1999459","title":"Creation of DEVS models using imitation learning","year":2010,"lang":"en","type":"article","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"DEVS; Computer science; Formalism (music); Imitation; Artificial intelligence; Modeling and simulation; Simulation","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":[0.0007599591,0.0000395293,0.00007626662,0.0001429328,0.00009200564,0.00005134048,0.0001475763,0.00004821623,0.0004461327],"category_scores_gemma":[0.0005367438,0.00003057903,0.00003859944,0.0003935563,0.00003417033,0.00031191,0.00002443087,0.00007977834,0.00001742537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000562286,"about_ca_system_score_gemma":0.00002421868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006676429,"about_ca_topic_score_gemma":0.00001767685,"domain_scores_codex":[0.9990811,0.00002701352,0.0003235411,0.0001386426,0.0003728305,0.00005684588],"domain_scores_gemma":[0.9988115,0.0003801867,0.0001667684,0.0002076756,0.0004068776,0.00002700073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006875176,0.00004215987,0.01048181,0.000001466263,0.000003385968,6.50026e-8,0.0005238694,0.1830302,0.2212175,0.4544796,0.0003065835,0.1299064],"study_design_scores_gemma":[0.00005039826,0.000007867709,0.00183533,0.000001258159,0.000002549891,6.517281e-7,0.0001943404,0.8164021,0.01764082,0.1623796,0.001446471,0.00003852032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4356588,0.000001308896,0.5433431,0.00006752145,0.00002103676,0.00006200877,5.527789e-7,0.0000350483,0.02081071],"genre_scores_gemma":[0.9241157,7.753903e-7,0.07477014,0.00002208278,0.00001837891,0.000003955001,0.000002508513,0.000003596484,0.001062862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6333719,"threshold_uncertainty_score":0.488484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2674039785972962,"score_gpt":0.4874815746862221,"score_spread":0.2200775960889259,"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."}}