{"id":"W7057336288","doi":"","title":"InSitu – Hydraulic Modelling Toolkint for Advanced Stream Flow Routing Validation Against InSitu","year":2003,"lang":"en","type":"report","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Routing (electronic design automation); Flow (mathematics); Flow routing; Hydrology (agriculture); Stream flow","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":[0.001933356,0.001292451,0.0008040419,0.001067315,0.0009152234,0.0009402533,0.001806209,0.000882289,0.01907999],"category_scores_gemma":[0.00579756,0.0007703791,0.000856174,0.0007488806,0.0005364062,0.001962176,0.0009024049,0.001178359,0.003895789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009602344,"about_ca_system_score_gemma":0.00293819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02631813,"about_ca_topic_score_gemma":0.02047825,"domain_scores_codex":[0.9991215,0.0001887428,0.00007313277,0.00009672149,0.0004229614,0.00009703256],"domain_scores_gemma":[0.9971189,0.0008858959,0.0002038472,0.0006853156,0.00103855,0.00006750975],"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":[0.0004142266,0.0001260421,0.004593476,0.000236928,0.00009148294,0.0002452468,0.0002080758,0.8753691,0.00810797,0.008698221,0.04275765,0.05915152],"study_design_scores_gemma":[0.00005613108,0.00004399905,0.000487048,0.00002249147,0.00001890519,0.00003165046,0.00003064147,0.9693663,0.01536443,0.001800348,0.01275298,0.00002508217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1133703,0.0001182149,0.6909357,0.0005186724,0.0005620882,0.0003887404,0.02112295,0.1432744,0.02970893],"genre_scores_gemma":[0.5938044,0.0001636446,0.3447068,0.0002191902,0.00004078134,0.0007099425,0.0300303,0.01218663,0.01813822],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02631813,"threshold_uncertainty_score":0.06382889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03758557423907501,"score_gpt":0.2946642880401822,"score_spread":0.2570787138011072,"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."}}