{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002722822,0.00008460617,0.000268996,0.0000384973,0.00005276046,0.000001840197,0.00007416803,0.00009734813,0.0001040464],"category_scores_gemma":[0.0001315204,0.00007261677,0.00005815977,0.0001522926,0.0001108195,0.000003419975,0.000105758,0.00004804074,0.00000973761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000289102,"about_ca_system_score_gemma":0.00001841607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003050474,"about_ca_topic_score_gemma":0.00001375746,"domain_scores_codex":[0.9993573,0.0001083214,0.0001522818,0.0002365791,0.00003381266,0.000111634],"domain_scores_gemma":[0.9995383,0.00004839802,0.00006868904,0.0002309071,0.00007963114,0.00003406397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003222814,0.0007801122,0.03330011,0.001704978,0.007487554,0.00000224468,0.0001669054,0.006091336,0.8308055,0.01070889,0.09299458,0.01563555],"study_design_scores_gemma":[0.003043548,0.001932441,0.02353317,0.000441751,0.01741695,0.00001616122,0.00006745839,0.4396777,0.0601515,0.004201551,0.447697,0.001820776],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4882224,0.2073269,0.1084562,0.002209439,0.0003684684,0.001055679,0.0003197335,0.00006792423,0.1919732],"genre_scores_gemma":[0.9935951,0.004283721,0.0007939429,0.0004325646,0.00004013061,0.000009909819,0.0001114555,0.000004967438,0.0007282254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.770654,"threshold_uncertainty_score":0.2961226,"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."}}