{"id":"W4412647875","doi":"10.1017/9781009381468.004","title":"Selected Applications of Hydrodynamics","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Computer 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003192725,0.0003158127,0.0004234498,0.0002393923,0.00009133366,0.00001127722,0.0003738665,0.0002824373,0.000001025975],"category_scores_gemma":[0.000003505675,0.0004161361,0.0001506083,0.00002904601,0.000137352,0.00002568079,0.0002081033,0.0003417192,0.000002722242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091178,"about_ca_system_score_gemma":0.00006200637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003784209,"about_ca_topic_score_gemma":0.00001435342,"domain_scores_codex":[0.9991699,0.00000646195,0.0002170436,0.0002704827,0.0001390335,0.0001970663],"domain_scores_gemma":[0.9991184,0.00005168205,0.00008371933,0.0004497461,0.000236691,0.00005973709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006989888,0.000005725602,0.000001499825,0.0003733687,0.0003715751,0.00001032974,0.00001113206,0.001391878,0.0001431188,0.9861272,0.01066415,0.0008930146],"study_design_scores_gemma":[0.0003542475,0.00002151008,0.00002176412,0.0002192313,0.0003987812,0.000002890705,0.00001195427,0.1458358,0.00006536452,0.00003944794,0.8524233,0.0006057822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008847246,0.0003438484,0.01473034,0.000003057531,0.000130685,0.0003910383,0.0009787971,0.0002837342,0.98305],"genre_scores_gemma":[0.003160096,0.0007945611,0.000290598,0.000004366367,0.00003252603,0.000002516428,0.0001783338,0.00004954492,0.9954875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9860877,"threshold_uncertainty_score":0.9998291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00515587781696752,"score_gpt":0.1604047425039775,"score_spread":0.15524886468701,"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."}}