{"id":"W4403265100","doi":"10.1007/978-3-031-61519-1_1","title":"2D Modelling for Design of Large Bend Culverts","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BP (Canada)","funders":"","keywords":"Culvert; Engineering; Geology; Structural engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001927639,0.0007109308,0.0007825276,0.0005536142,0.00002473083,0.00004029719,0.0002888971,0.000902747,0.00005220806],"category_scores_gemma":[0.00006759768,0.0007427827,0.0002980282,0.0001262757,0.00002000649,0.00005891129,0.00005461184,0.001090281,0.000005419989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887315,"about_ca_system_score_gemma":0.00002617422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004736654,"about_ca_topic_score_gemma":0.00003252829,"domain_scores_codex":[0.9981101,0.000002924959,0.0005988138,0.0004452695,0.0002554189,0.0005874585],"domain_scores_gemma":[0.9988927,0.000505455,0.0000475474,0.0004161104,0.00004421909,0.00009396356],"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":[0.000007301837,0.000004147813,1.271905e-7,0.001771181,0.0001556201,0.00001552122,0.00008700127,0.9722694,0.0006780577,0.02421263,0.00007103738,0.0007279851],"study_design_scores_gemma":[0.0002323289,0.00004366943,3.994068e-7,0.001151221,0.0000959641,0.00001311269,6.198976e-7,0.9294475,0.0008420136,0.04943907,0.01806935,0.0006648048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00001679976,0.01057897,0.9815542,0.00001836532,0.001067619,0.0004767469,0.0001143498,0.0007926205,0.005380318],"genre_scores_gemma":[0.9454423,0.0008756687,0.0494718,0.0000216586,0.0006698908,0.0001058121,0.0001059684,0.0007921397,0.002514804],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9454255,"threshold_uncertainty_score":0.9995023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136829083047461,"score_gpt":0.2064132016423422,"score_spread":0.1927302933375961,"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."}}