{"id":"W4367155096","doi":"10.36487/acg_repo/2355_45","title":"Rheological testing for dam break modelling","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; Geomechanica (Canada); University of Alberta","funders":"","keywords":"Dam break; Rheology; Computer science; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001073381,0.0001232573,0.0001293959,0.0001256644,0.0001365977,0.00004791713,0.00009589489,0.00006535827,0.00004491573],"category_scores_gemma":[0.00006542884,0.0001223792,0.00006844378,0.0003591234,0.00001557595,0.0001333032,0.00003222942,0.0001207699,0.0002289136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003726995,"about_ca_system_score_gemma":0.000007808981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001192001,"about_ca_topic_score_gemma":0.000006627528,"domain_scores_codex":[0.9992297,0.000008332847,0.0002227953,0.0001629264,0.00008042911,0.0002957992],"domain_scores_gemma":[0.9992985,0.0003881079,0.00001946109,0.0001638656,0.00007111059,0.00005900256],"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":[0.000002759671,0.000007054805,0.0003886184,0.00002835648,0.00001626432,0.000001464305,0.0000658795,0.9926087,0.002047475,0.001834077,0.0007669732,0.002232336],"study_design_scores_gemma":[0.0001639776,0.00003415643,0.0003654778,0.00002985361,0.00001088718,0.000005835378,0.00005741759,0.9948627,0.00007230996,0.0008948777,0.003362207,0.0001403258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3463206,0.00005571273,0.6347371,0.00009679468,0.0007958842,0.0002791245,0.00005866157,0.001226647,0.0164294],"genre_scores_gemma":[0.983637,0.00000898664,0.01450845,0.00002056078,0.000181959,0.00007130628,0.00005316262,0.00004214926,0.001476438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6373163,"threshold_uncertainty_score":0.4990478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05138911485186283,"score_gpt":0.2609359481289772,"score_spread":0.2095468332771144,"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."}}