{"id":"W3217316623","doi":"10.32920/ryerson.14646696.v1","title":"Film Cooling with Surface Enhancements","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Trench; Materials science; Flow (mathematics); Surface (topology); Cooling flow; Mechanics; Water cooling; Optics; Mechanical engineering; Composite material; Physics; Engineering; Geometry; Mathematics","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":[0.00003598701,0.000186747,0.0001751988,0.00002912244,0.00002775276,0.00009009028,0.0001030955,0.0001202408,0.0005087721],"category_scores_gemma":[0.000001613903,0.0001604333,0.00003045596,0.00008159035,0.000007317523,0.0001099121,0.0000905776,0.000294425,0.00002408261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004346883,"about_ca_system_score_gemma":0.00003065897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002068216,"about_ca_topic_score_gemma":0.00004621617,"domain_scores_codex":[0.9993782,0.000005545097,0.0001433512,0.0001824481,0.00012878,0.000161699],"domain_scores_gemma":[0.9996357,0.000006273424,0.00002425064,0.0002541325,0.00004362925,0.00003598869],"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":[0.000004124518,0.000006521157,0.0005435729,0.0001527419,0.0000521605,0.000004318266,0.0001417951,0.9980627,0.0002548162,0.000003293155,0.0004323426,0.0003416266],"study_design_scores_gemma":[0.0001435361,0.000009211523,0.0005531124,0.0001771794,0.00002116656,0.000002415806,0.00005949262,0.9870111,0.01133588,0.00000232743,0.0004071593,0.0002774395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7767002,0.0004984623,0.2023975,0.00000953642,0.0005825759,0.0001494529,0.00000691977,0.0004401706,0.01921521],"genre_scores_gemma":[0.9749874,0.0005687826,0.02262187,0.00004145883,0.00007092934,0.00001146499,0.0003191271,0.00004273398,0.001336209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1982872,"threshold_uncertainty_score":0.654228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006771144152725341,"score_gpt":0.1992279313418399,"score_spread":0.1924567871891146,"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."}}