{"id":"W2015881629","doi":"10.1115/1.4024837","title":"Isoflux Nusselt Number and Slip Length Formulae for Superhydrophobic Microchannels","year":2013,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nusselt number; Slip (aerodynamics); Mechanics; Laminar flow; Thermal conduction; Heat transfer; Heat flux; Materials science; Slip ratio; Adiabatic process; Thermodynamics; Physics; Shear stress; Reynolds number; Composite material; Turbulence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004655643,0.0001854017,0.000376911,0.00007738444,0.0001559277,0.0001311261,0.0002078187,0.0001130205,0.002051054],"category_scores_gemma":[0.00002766907,0.0001388603,0.000176574,0.00008550126,0.00008864531,0.0005993414,0.00001128214,0.0001539567,0.0001870683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004359654,"about_ca_system_score_gemma":0.00006459907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000809662,"about_ca_topic_score_gemma":0.000006129385,"domain_scores_codex":[0.9985708,0.00006428208,0.0005718832,0.0002037053,0.0002548413,0.0003345112],"domain_scores_gemma":[0.9991474,0.0001434008,0.00001907768,0.0001647596,0.0003117205,0.000213656],"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":[0.00007761693,0.00009064459,0.0004254041,0.00004268392,0.00001582322,0.000003015455,0.001063452,0.00004824351,0.9961609,0.0001287525,0.001679914,0.0002635316],"study_design_scores_gemma":[0.002045911,0.0002775081,0.001899377,0.00004941356,0.0000546865,0.0003353552,0.0004587804,0.0008026069,0.9876453,0.0008799331,0.005279212,0.0002719211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855604,0.0003329316,0.01159013,0.001476565,0.0004476578,0.0003796476,0.00002011519,0.00002087697,0.0001716487],"genre_scores_gemma":[0.9972965,0.0001465725,0.001662424,0.0004937268,0.0001545494,0.00001953549,0.000001738108,0.00002691591,0.0001980661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01173604,"threshold_uncertainty_score":0.9988612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482188109681395,"score_gpt":0.2389964134553822,"score_spread":0.2241745323585683,"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."}}