{"id":"W2991075174","doi":"10.1115/pvp2019-93001","title":"Prediction of Liquid and Gas Leak Rates in Packed Stuffing Boxes","year":2019,"lang":"en","type":"article","venue":"","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Mechanics; Capillary action; Helium; Materials science; Porosity; Leak; Slip (aerodynamics); Wet gas; Boundary value problem; Porous medium; Computational fluid dynamics; Volumetric flow rate; Kerosene; Thermodynamics; Composite material; Chemistry; 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":[0.00004591766,0.00005182113,0.00008912868,0.00007222169,0.000004501772,0.000004497938,0.00003759861,0.00005671388,0.00004321772],"category_scores_gemma":[0.00001122033,0.00004543818,0.00001129157,0.00008523994,0.00001545022,0.00006847911,0.0000197809,0.00005460373,0.000006442252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001025963,"about_ca_system_score_gemma":0.000002682194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001690035,"about_ca_topic_score_gemma":0.00008907943,"domain_scores_codex":[0.9997238,0.000002730965,0.0000890804,0.00006214597,0.0000374336,0.00008484202],"domain_scores_gemma":[0.9998742,0.00001781949,0.000008621984,0.0000847135,0.000006450634,0.000008181443],"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":[0.00005586011,0.0000234733,0.2580651,0.0001684978,0.00005027112,0.00000182139,0.0007276664,0.001431158,0.7286212,0.002906573,0.0008292143,0.007119098],"study_design_scores_gemma":[0.001239186,0.0005416892,0.1210733,0.000126989,0.00001458535,0.000006485681,0.006024593,0.02636861,0.8411741,0.001327545,0.00183626,0.0002666842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964858,0.0005644882,0.00007905663,0.00006229596,0.00006686986,0.00007480098,0.000001515673,0.000295031,0.002370145],"genre_scores_gemma":[0.999361,0.0002963578,0.0001767298,0.000002875343,0.000005935778,0.000004371297,0.000001081886,0.000006866305,0.0001448277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1369918,"threshold_uncertainty_score":0.1852915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011597063598071,"score_gpt":0.1956332005972815,"score_spread":0.1855172299613008,"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."}}