{"id":"W2139856826","doi":"10.5555/1161734.1161786","title":"Computer automated multi-paradigm modelling for analysis and design of traffic networks","year":2004,"lang":"en","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Petri net; Computer science; Formalism (music); Programming language; Theoretical computer science; Graph rewriting; Abstract syntax; Visual modeling; Graph; Syntax; Distributed computing; Unified Modeling Language; Semantics (computer science); Artificial intelligence","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":[0.001511454,0.001053199,0.0005071723,0.00123378,0.0007058716,0.001898543,0.001596928,0.001103613,0.005270584],"category_scores_gemma":[0.002519276,0.0006249436,0.001862807,0.0008407371,0.001012545,0.002227398,0.001614605,0.001836647,0.001019694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609838,"about_ca_system_score_gemma":0.002513463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004099674,"about_ca_topic_score_gemma":0.005545715,"domain_scores_codex":[0.9989293,0.000465462,0.00005767393,0.0001323043,0.0003585517,0.00005665926],"domain_scores_gemma":[0.9991122,0.0004131175,0.00007173352,0.0002371265,0.0001386518,0.00002724266],"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":[0.00003460328,0.00004889604,0.0004208372,0.0003453989,0.00007661187,0.0001948697,0.0002796655,0.3595903,0.007860984,0.572334,0.00268758,0.05612615],"study_design_scores_gemma":[0.00001936352,0.00002140107,0.0001105495,0.0000822288,0.00002903141,0.0001015131,0.00004614303,0.7544395,0.003473134,0.1813283,0.06032803,0.00002070741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001684442,0.0001578176,0.9936615,0.0001438881,0.00003477066,0.0000662535,0.00009489651,0.0004855183,0.003670906],"genre_scores_gemma":[0.06555541,0.0006745813,0.9289061,0.00008639351,0.0000259031,0.0004752905,0.0004380505,0.0003149659,0.003523276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005270584,"threshold_uncertainty_score":0.01763183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116442476082517,"score_gpt":0.2503583958560115,"score_spread":0.2191939710951863,"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."}}