{"id":"W4297164841","doi":"","title":"Overview of available modeling and simulation protocols","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; EnviroSim (Canada)","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0096006,0.0002813328,0.0005362174,0.0003232861,0.000262454,0.000649474,0.001363385,0.0003135729,0.0009252961],"category_scores_gemma":[0.00398413,0.0002585481,0.0001948782,0.0006055111,0.0001780966,0.0002836238,0.001520544,0.0003915521,0.0001202268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005119702,"about_ca_system_score_gemma":0.0002039277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007814795,"about_ca_topic_score_gemma":0.00009751152,"domain_scores_codex":[0.9939596,0.002587955,0.001294245,0.0009321754,0.0009903321,0.0002356847],"domain_scores_gemma":[0.987379,0.003260375,0.001058813,0.002803725,0.00534193,0.0001561997],"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":[0.00003726233,0.001424151,0.008798975,0.0008546042,0.0001333914,0.000001209011,0.00979133,0.1733254,0.003993155,0.4093158,0.007709163,0.3846156],"study_design_scores_gemma":[0.0002144648,3.338295e-7,0.0004451608,0.000944165,0.00001594431,8.837478e-7,0.00004319786,0.8779063,0.004614718,0.1000047,0.01557642,0.0002336456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09572306,0.001207235,0.8571656,0.00326841,0.00005814454,0.009302605,0.00008973476,0.0002739176,0.03291128],"genre_scores_gemma":[0.9099442,0.0002991683,0.07806601,0.00007041048,0.00001844107,0.002467862,0.00009813425,0.00003972161,0.008996059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8142211,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1813761781656244,"score_gpt":0.3872102413445381,"score_spread":0.2058340631789137,"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."}}