{"id":"W3120913942","doi":"10.1115/gt2020-16102","title":"Multi-Jet Impingement Heat Transfer With a Dimple-Pimple Patterned Jet Plate","year":2020,"lang":"en","type":"article","venue":"","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada)","funders":"","keywords":"Nusselt number; Jet (fluid); Mechanics; Heat transfer; Dimple; Body orifice; Turbulence; Reynolds number; RADIUS; Heat transfer enhancement; Physics; Materials science; Optics; Mechanical engineering; Composite material; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000736303,0.0003313228,0.0003188905,0.00004926778,0.00004592267,0.00005634379,0.0001908714,0.00008304526,0.00104345],"category_scores_gemma":[0.000002534936,0.0002567196,0.00008106354,0.0001873378,0.00001427497,0.0001654219,0.00001547191,0.0002059545,0.0001887376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940996,"about_ca_system_score_gemma":0.00001700153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001157197,"about_ca_topic_score_gemma":0.0004523528,"domain_scores_codex":[0.9986042,0.00002257236,0.0002843158,0.0003287544,0.0002388093,0.0005213236],"domain_scores_gemma":[0.9993973,0.00002662323,0.000001440976,0.0002291915,0.00002350595,0.0003219084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002557979,0.0001809587,0.004041211,0.0008110873,0.0007796042,0.000350473,0.01186304,0.01511739,0.9565948,0.001429294,0.002271437,0.006304937],"study_design_scores_gemma":[0.006225604,0.0007567317,0.002284984,0.0000768469,0.0001129723,0.00002957204,0.0004572184,0.1513577,0.8262868,0.00002270224,0.01121323,0.00117571],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2940418,0.00002739055,0.7027956,0.0008555894,0.0000820213,0.0004267234,0.00006059518,0.0008944125,0.0008158799],"genre_scores_gemma":[0.9929116,0.00002249088,0.005364852,0.001410539,0.00006397132,0.0000745212,0.0000301919,0.0001053494,0.0000164203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6988699,"threshold_uncertainty_score":0.9999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154770136157434,"score_gpt":0.2219969362204441,"score_spread":0.1904492348588698,"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."}}