{"id":"W1508513757","doi":"","title":"Making the most out of simulation","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Environmental 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":[],"consensus_categories":[],"category_scores_codex":[0.004237416,0.00008702369,0.0004001128,0.0003855558,0.0001924096,0.00003639245,0.00124509,0.00005630868,0.0001428711],"category_scores_gemma":[0.0006027281,0.00005019315,0.0003461446,0.001633508,0.0002350223,0.0002150151,0.0001354276,0.0001512967,0.000008918566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009828873,"about_ca_system_score_gemma":0.0001345463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004636088,"about_ca_topic_score_gemma":0.001218112,"domain_scores_codex":[0.9976334,0.0003673873,0.0006464595,0.0001085291,0.001144813,0.00009940226],"domain_scores_gemma":[0.9947591,0.001550859,0.001696897,0.0005091879,0.001425797,0.00005814665],"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":[0.0004145976,0.00004780748,0.009966441,0.000001327492,0.0004079496,0.000001777297,0.00217873,0.981757,0.0001821637,0.0009560277,0.001285378,0.002800745],"study_design_scores_gemma":[0.001524438,0.0002041129,0.02976283,0.00002043835,0.002772505,0.000008202947,0.01092998,0.9062269,0.0000217807,0.03008838,0.0182741,0.0001663278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5193621,0.00004425263,0.4774529,0.001082865,0.0002450387,0.0001100723,0.00001463519,0.000007349062,0.001680752],"genre_scores_gemma":[0.9984884,0.00001936076,0.0006873185,0.00002497454,0.0001486503,2.371733e-8,0.00000234618,0.000003590525,0.0006253475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4791263,"threshold_uncertainty_score":0.2313708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127373171173718,"score_gpt":0.38035937758218,"score_spread":0.2529862064084619,"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."}}