{"id":"W3131757198","doi":"10.3390/app11041936","title":"A Study on Liquid Leak Rates in Packing Seals","year":2021,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Leak; Materials science; Porous medium; Kerosene; Volumetric flow rate; Porosity; Petroleum engineering; Leakage (economics); Liquid flow; Waste management; Environmental science; Mechanics; Forensic engineering; Environmental engineering; Engineering; Composite material; Chemistry","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":[0.0002221992,0.00008483669,0.0001124026,0.00009630511,0.00006730165,0.00005344556,0.0001985182,0.00003849404,0.00002071919],"category_scores_gemma":[0.00002554099,0.0000725545,0.00001538185,0.0007037919,0.00007737614,0.00004728348,0.00005119774,0.0001045764,0.00003772305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002185114,"about_ca_system_score_gemma":0.00002181498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004355951,"about_ca_topic_score_gemma":0.0002158912,"domain_scores_codex":[0.9993086,0.000007774047,0.0001019743,0.0002002955,0.0001629708,0.0002183395],"domain_scores_gemma":[0.9997611,0.00006127642,0.00001068414,0.0001427172,0.000006772622,0.00001743298],"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":[0.00005020609,0.0006053264,0.07023478,0.00005213287,0.00009678696,0.0003520821,0.01318773,0.04747567,0.7869496,0.05395158,0.002255207,0.02478888],"study_design_scores_gemma":[0.0008098757,0.0004777784,0.03750761,0.00005166413,0.00001169142,0.000008369586,0.1288472,0.001188644,0.8256465,0.003382463,0.001463336,0.0006048782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771767,0.0002179413,0.00004113359,0.0001537705,0.00009265828,0.0001068216,4.335529e-7,0.0002999094,0.02191059],"genre_scores_gemma":[0.9997044,0.000018609,0.0001428627,0.0000369341,0.00001614104,0.00004218906,2.941808e-7,0.000005942937,0.00003265926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156594,"threshold_uncertainty_score":0.2958687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685063756526205,"score_gpt":0.2810317508028293,"score_spread":0.2441811132375672,"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."}}