{"id":"W4410763606","doi":"10.1139/cjfas-2024-0191","title":"Using history matching to speed up management strategy evaluation grid searches","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grid; Matching (statistics); Computer science; Operations research; Geography; Statistics; Engineering; Mathematics; Geodesy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00408885,0.0006695263,0.001114981,0.001673851,0.0005216761,0.001120711,0.001431986,0.0008900631,0.005093646],"category_scores_gemma":[0.02058478,0.0006188531,0.0006344201,0.001056042,0.0004670668,0.001960056,0.001432404,0.0008935137,0.0006175039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078587,"about_ca_system_score_gemma":0.001608294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008541067,"about_ca_topic_score_gemma":0.007743971,"domain_scores_codex":[0.9984986,0.0007358489,0.0001377661,0.0001965077,0.0003026653,0.0001286597],"domain_scores_gemma":[0.990885,0.006164134,0.0006767472,0.000928532,0.001148277,0.0001973865],"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":[0.000316465,0.0001480425,0.00683898,0.0001072815,0.0001082027,0.000123222,0.0002615005,0.6698266,0.003068377,0.01220737,0.002204846,0.3047891],"study_design_scores_gemma":[0.00006920205,0.00009272381,0.0007911553,0.00002041415,0.0000172956,0.00002926876,0.00004348324,0.9912643,0.001299483,0.004887776,0.001470718,0.00001417482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1286409,0.000291705,0.8618692,0.000338591,0.000121791,0.0002861994,0.0001287955,0.002014742,0.006308076],"genre_scores_gemma":[0.5368365,0.0001118709,0.4608799,0.0001337723,0.00003031798,0.0002495487,0.0002281869,0.0002110082,0.001318919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008541067,"threshold_uncertainty_score":0.02162415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3298449643158547,"score_gpt":0.4300343029629918,"score_spread":0.1001893386471371,"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."}}