{"id":"W4306774462","doi":"10.18280/i2m.210401","title":"CFD Analysis of Heat Transfer Phenomena in Arc Plasma Reactor","year":2022,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiphysics; Computational fluid dynamics; Heat transfer; Nuclear engineering; Plasma; Helium; Mechanics; Materials science; Work (physics); Fluid dynamics; Thermodynamics; Chemistry; Atomic physics; Physics; Nuclear physics; Engineering; Finite element method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008056146,0.0001445057,0.0003955307,0.0006145808,0.00007669759,0.00002718326,0.0003640801,0.00004591679,0.002144635],"category_scores_gemma":[0.00004335285,0.0001471301,0.0001425406,0.001252646,0.00009373633,0.0001556344,0.0001145566,0.0001567389,0.000008109254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606086,"about_ca_system_score_gemma":0.00006925302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002923021,"about_ca_topic_score_gemma":0.0001887285,"domain_scores_codex":[0.9979371,0.0003830921,0.0005382587,0.0003648851,0.0005072372,0.0002693579],"domain_scores_gemma":[0.999284,0.0002703991,0.00005201074,0.0003156922,0.00003681117,0.0000410881],"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":[0.0003109674,0.0001536139,0.05652409,0.00001035399,0.0001150767,0.000008751158,0.001096606,0.03193413,0.9081049,0.000420371,0.00004081464,0.001280305],"study_design_scores_gemma":[0.002984644,0.0006646579,0.1154316,0.000008173588,0.0006364189,0.000009356145,0.001241444,0.01476588,0.8624206,0.0005371873,0.000863034,0.0004370568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997679,0.00005485127,0.0002386483,0.0003639785,0.000448315,0.0002327451,0.0002008556,0.00006151993,0.0007200931],"genre_scores_gemma":[0.9989122,0.00001156433,0.00064359,0.0001834491,0.00002818101,0.0001033267,0.00008710985,0.00001163391,0.00001896402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05890752,"threshold_uncertainty_score":0.9987676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227487016995847,"score_gpt":0.2755354769732447,"score_spread":0.2532606068032862,"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."}}