{"id":"W4308988003","doi":"10.2355/isijinternational.isijint-2021-457","title":"Modeling Transient Jet Impingement Cooling of Moving Hot Steel Plates","year":2022,"lang":"en","type":"article","venue":"ISIJ International","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nozzle; STRIPS; Water cooling; Materials science; Mechanical engineering; Transient (computer programming); Jet (fluid); Structural engineering; Engineering; Composite material; Computer science; Aerospace engineering","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":[0.000196993,0.0001064092,0.0001201757,0.0001501725,0.00005598306,0.00001609911,0.0002491098,0.00002259217,0.0007111272],"category_scores_gemma":[0.000006304994,0.0001245764,0.00007064256,0.00008077716,0.000006230553,0.0001105288,0.00004293608,0.0001710462,0.000007734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703165,"about_ca_system_score_gemma":0.00001788642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003068318,"about_ca_topic_score_gemma":0.00001014868,"domain_scores_codex":[0.9989613,0.00001447706,0.0002980458,0.000138588,0.0004219915,0.0001656348],"domain_scores_gemma":[0.9997809,0.00002598324,0.00001096442,0.0001013081,0.00004329473,0.00003756921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000200239,0.00002563784,0.00002958658,0.00002187474,0.00007942381,0.000006195275,0.0009176913,0.9344331,0.06076905,0.003030507,0.00004137714,0.0006255148],"study_design_scores_gemma":[0.0003540754,0.00002935785,0.00006733424,0.00002622251,0.000009777258,0.000009066708,0.0003167182,0.9766821,0.02119275,0.0001713076,0.001020697,0.0001206258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7823092,0.000112183,0.2135814,0.00007582249,0.001104204,0.0001108733,0.0001036268,0.0001292553,0.002473462],"genre_scores_gemma":[0.998144,0.00002280922,0.001590325,0.00004916445,0.00006641203,0.0000414318,0.00003563366,0.00002925378,0.00002101675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2158347,"threshold_uncertainty_score":0.7786344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823225727294895,"score_gpt":0.2287199198762235,"score_spread":0.2104876626032745,"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."}}