{"id":"W7038428268","doi":"","title":"Ice scour simulation database: review and knowledge gap analysis of available numerical models","year":2014,"lang":"en","type":"article","venue":"NPARC","topic":"Beetle Biology and Toxicology Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numerical models; Numerical modeling; Computer simulation; Numerical analysis; Field (mathematics)","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":[0.004515107,0.0008568469,0.001492219,0.008155732,0.0006482182,0.00284602,0.004454072,0.001527812,0.02177848],"category_scores_gemma":[0.0243266,0.0005539414,0.001608244,0.008893289,0.0004928967,0.002307225,0.001823833,0.001013161,0.006804924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819133,"about_ca_system_score_gemma":0.009601686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03435406,"about_ca_topic_score_gemma":0.03768278,"domain_scores_codex":[0.9985722,0.0002246114,0.0003265009,0.0001636282,0.0006391705,0.00007388542],"domain_scores_gemma":[0.9822435,0.009960267,0.001074296,0.001748238,0.004437281,0.0005362742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008358097,0.0003295807,0.01216069,0.02273668,0.001125175,0.0002185645,0.0004800945,0.06259874,0.0007982794,0.01341871,0.5426132,0.3426845],"study_design_scores_gemma":[0.0003597728,0.00008464173,0.005870644,0.01168755,0.001157247,0.0001396946,0.0004121538,0.04974104,0.002412214,0.00737548,0.9205869,0.0001725804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.02997103,0.07869828,0.06009027,0.008636971,0.001446616,0.001317697,0.6917489,0.02556655,0.1025236],"genre_scores_gemma":[0.1144278,0.08757643,0.09134077,0.002615751,0.000651485,0.002041435,0.6843489,0.006495779,0.01050162],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03435406,"threshold_uncertainty_score":0.07285631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04704526808174486,"score_gpt":0.3127643634837599,"score_spread":0.265719095402015,"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."}}