{"id":"W2327165682","doi":"10.2514/6.2016-2189","title":"Hydraulic-Powered Forced Convection Heat Transfer","year":2016,"lang":"en","type":"article","venue":"54th AIAA Aerospace Sciences Meeting","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Honeywell Federal Manufacturing and Technologies","keywords":"Forced convection; Heat transfer; Convective heat transfer; Convection; Mechanics; Computer science; Environmental science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004950829,0.0001887531,0.0001776356,0.0001026754,0.000285648,0.0000868099,0.000193209,0.00009306562,0.0001148096],"category_scores_gemma":[0.00004697308,0.0001361994,0.0000716414,0.0005053075,0.0001601323,0.0005258717,0.00000949587,0.00008551709,0.00006336936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007576024,"about_ca_system_score_gemma":0.00003094546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004711519,"about_ca_topic_score_gemma":0.00007750273,"domain_scores_codex":[0.9985756,0.00004008189,0.0002404275,0.0003195331,0.0003128882,0.0005114513],"domain_scores_gemma":[0.9995667,0.0001001294,0.0000043255,0.0001483684,0.00004285446,0.0001376672],"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":[0.00001615055,0.00001691974,0.003098104,0.00006247586,0.00002087923,0.000002646594,0.001509062,0.1120047,0.8761727,0.0008076619,0.000498045,0.005790645],"study_design_scores_gemma":[0.001761552,0.0002709985,0.001610656,0.0004384277,0.00003605252,0.00001908161,0.0005362075,0.1444244,0.8452978,0.0001613637,0.004561405,0.0008820746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6388349,0.0002527355,0.3202327,0.001311122,0.001093634,0.0003183913,0.000007515433,0.0008709286,0.03707815],"genre_scores_gemma":[0.9981199,0.0001973006,0.001256714,0.0001046971,0.0001090229,0.00001822093,0.000001720549,0.00002736671,0.000165075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.359285,"threshold_uncertainty_score":0.5554049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233850598321856,"score_gpt":0.2183710209204699,"score_spread":0.2060325149372513,"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."}}