{"id":"W4399365860","doi":"10.1016/j.jnnfm.2024.105264","title":"Turbulent impingement jet cleaning of thick viscoplastic layers","year":2024,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada; Université Laval","keywords":"Viscoplasticity; Turbulence; Jet (fluid); Materials science; Mechanics; Physics; Thermodynamics; Finite element method","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008883234,0.0003345377,0.0005539774,0.0003816054,0.00004751014,0.00008706609,0.0003828909,0.0001866592,0.0001369584],"category_scores_gemma":[0.00004042854,0.0003002897,0.0003313019,0.0004135201,0.00001413199,0.0003025267,0.00003961995,0.0006841074,0.0000580009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003141678,"about_ca_system_score_gemma":0.0002052242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003210638,"about_ca_topic_score_gemma":0.000004030032,"domain_scores_codex":[0.9975667,0.00004357812,0.001033032,0.0002030242,0.000685538,0.0004681037],"domain_scores_gemma":[0.9991261,0.0001240209,0.00007350912,0.0002504239,0.0001567181,0.000269203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005235339,0.00006509775,0.000003558997,0.001178561,0.0005698732,0.0005523502,0.001743271,0.08682739,0.8935047,0.005247929,0.002965944,0.007288994],"study_design_scores_gemma":[0.0006284615,0.0006687237,0.000008269839,0.001714267,0.0002335595,0.0004433731,0.0002495117,0.7113781,0.2793503,0.001557435,0.003444652,0.0003233085],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06595317,0.001662505,0.9276339,0.0003470774,0.00356694,0.0002299609,0.00001707445,0.0001578125,0.0004315562],"genre_scores_gemma":[0.9842129,0.0008693275,0.01424889,0.00008562476,0.000418929,0.000004481124,0.000001919016,0.0001284613,0.00002946384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9182597,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009561020775497732,"score_gpt":0.2301632427621772,"score_spread":0.2206022219866795,"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."}}