{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000238634,0.0002078268,0.0002576638,0.00007385924,0.00002456676,0.00007300875,0.00008865419,0.00009470569,0.00001708762],"category_scores_gemma":[0.00002862427,0.0001774326,0.00001955404,0.0001576168,0.00001104577,0.0002087584,0.00002293755,0.0002387616,0.00002064347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003384844,"about_ca_system_score_gemma":0.000004591181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004428791,"about_ca_topic_score_gemma":7.840271e-8,"domain_scores_codex":[0.9991511,0.00000708062,0.000211045,0.0001953756,0.0001387185,0.000296751],"domain_scores_gemma":[0.9994313,0.0002094354,0.0000204982,0.0002325055,0.00002726222,0.00007906929],"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":[0.000001539453,0.000007608306,0.000005542123,0.0007219838,0.00002069902,5.504697e-7,0.0002544881,0.9828407,0.0008121501,0.01489479,0.000008653357,0.000431278],"study_design_scores_gemma":[0.0001133896,0.00003062489,0.000001070932,0.0003725305,0.00001586203,0.00001941726,0.000005386727,0.9536517,0.001050373,0.0442058,0.0002938841,0.0002399516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02062777,0.0001030076,0.9766614,0.00001320804,0.00004666604,0.0002495613,0.000001704197,0.001265324,0.001031318],"genre_scores_gemma":[0.2746675,0.00001103758,0.7251499,0.000006102697,0.000009123966,0.00003651992,0.000002410114,0.00005880032,0.00005858568],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2540397,"threshold_uncertainty_score":0.7235492,"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."}}