{"id":"W2976291420","doi":"10.18280/mmep.060306","title":"Muskingum Method with Variable Parameter Estimation","year":2019,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimation; Variable (mathematics); Statistics; Computer science; Mathematics; Econometrics; Economics; Mathematical analysis","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":[0.001085205,0.00108747,0.001125538,0.001242557,0.0005731955,0.0009427471,0.001503192,0.001702041,0.007688663],"category_scores_gemma":[0.003593473,0.0005393439,0.001416314,0.001156223,0.0005576182,0.001082081,0.001176362,0.001520687,0.002528225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958794,"about_ca_system_score_gemma":0.001242176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003212526,"about_ca_topic_score_gemma":0.004002315,"domain_scores_codex":[0.9993395,0.0002448499,0.00003900131,0.0001390191,0.0001684247,0.00006912576],"domain_scores_gemma":[0.999064,0.0005033286,0.00007395382,0.0001300711,0.0002095939,0.00001897492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002525679,0.00008462397,0.001871783,0.0005313255,0.0001991785,0.0002754182,0.0002472411,0.3859212,0.01740918,0.05820928,0.006362145,0.528636],"study_design_scores_gemma":[0.00001274918,0.00003575672,0.0004104569,0.00002716627,0.0000235002,0.00009942306,0.00002831955,0.9781496,0.004757128,0.007138933,0.009288175,0.00002882357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002260366,0.0001434955,0.996435,0.00002639627,0.00003038584,0.00002405217,0.00004338852,0.0003712121,0.0006656912],"genre_scores_gemma":[0.08978897,0.0003174345,0.9023249,0.00006621808,0.00003643646,0.0002857261,0.0003081839,0.0004328027,0.006439277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007688663,"threshold_uncertainty_score":0.02572119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262144375632981,"score_gpt":0.2186672309087258,"score_spread":0.2060457871523959,"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."}}