{"id":"W2901281027","doi":"10.25071/10315/35275","title":"Energy Transfer Mechanisms In The Ranque-Hilsch Vortex Tube","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Ranque-Hilsch vortex tube","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vortex tube; Energy transfer; Vortex; Materials science; Tube (container); Mechanics; Physics; Mechanical engineering; Engineering; Engineering physics; Composite material","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":[0.0008338434,0.0004459854,0.0004202049,0.000641413,0.00007130585,0.0001117737,0.0008577153,0.0003550856,0.0001772519],"category_scores_gemma":[0.00005347402,0.0004194962,0.0001099688,0.001093131,0.00006388051,0.0002316181,0.00002742157,0.0006959819,0.00004376753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005374167,"about_ca_system_score_gemma":0.0001433269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01526066,"about_ca_topic_score_gemma":0.3116574,"domain_scores_codex":[0.9969603,0.0000674793,0.0005866686,0.0004645445,0.0004096938,0.001511313],"domain_scores_gemma":[0.9987212,0.0001076744,0.00001274322,0.0005901138,0.00004454422,0.0005237147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006408299,0.0001908272,0.001229907,0.0004664846,0.0002630077,0.001790035,0.003495366,0.02689043,0.007483083,0.8714856,0.0008312464,0.08580995],"study_design_scores_gemma":[0.001556456,0.0001863224,0.002270996,0.0003114281,0.00003604132,0.0001167908,0.0001444637,0.9455681,0.01305951,0.004810209,0.03056635,0.001373279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4822977,0.00989616,0.4754228,0.005869132,0.008629463,0.003911451,0.0001900722,0.003046078,0.0107372],"genre_scores_gemma":[0.9969077,0.00005576517,0.001822679,0.0004401851,0.0002918467,0.0003212847,0.00001269945,0.0001380133,0.000009845674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9186777,"threshold_uncertainty_score":0.9998257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006969195292490064,"score_gpt":0.2041904973301242,"score_spread":0.1972213020376341,"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."}}