{"id":"W4401942045","doi":"10.1115/gt2024-125187","title":"CFD Simulation of an S-Bend Diffuser With Passive Full Surface Effusion Cooling: Novel Slot Method Approach","year":2024,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computational fluid dynamics; Diffuser (optics); Computer science; Surface (topology); Marine engineering; Acoustics; Mechanical engineering; Materials science; Mechanics; Engineering; Optics; Physics; Mathematics; Geometry","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":[0.0001143059,0.0001385148,0.0001549165,0.0000686386,0.0000263286,0.00003864442,0.00005763006,0.00008742651,0.00005211412],"category_scores_gemma":[0.000004472678,0.0001064481,0.00003162805,0.000278137,0.00001161733,0.0002321935,0.000006540837,0.0001088818,0.000003638316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002768549,"about_ca_system_score_gemma":0.00001602156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002419433,"about_ca_topic_score_gemma":0.00001236689,"domain_scores_codex":[0.9993026,0.00002202704,0.0001830799,0.0001899994,0.0001606243,0.0001417052],"domain_scores_gemma":[0.99964,0.00009412177,0.000005798905,0.0001425095,0.00005385655,0.00006366929],"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":[0.00003308738,0.00004871451,0.00001063337,0.0001881957,0.0000326651,0.000001083748,0.0005441599,0.9630286,0.03368302,0.0007512327,0.000007452963,0.001671192],"study_design_scores_gemma":[0.0003768704,0.00007999977,0.0001799466,0.00003656116,0.00003915636,0.000004732863,0.00007668288,0.9777363,0.021156,0.000010778,0.0001567465,0.0001462178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1578204,0.00004844627,0.8384103,0.000009709133,0.00007415699,0.0001856059,0.00001199531,0.0003198578,0.003119529],"genre_scores_gemma":[0.8548242,0.00001071461,0.1449406,0.00000762731,0.00003320101,0.000004032611,0.00005976817,0.00004114312,0.0000788031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6970037,"threshold_uncertainty_score":0.4340826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161534693111251,"score_gpt":0.2586408750090055,"score_spread":0.2424874056978804,"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."}}