{"id":"W2804759133","doi":"10.1117/12.2305467","title":"A vaporization chamber for micro- or nano-sample introduction into a battery-operated microplasma: from rapid prototyping via 3D printing to Computational Fluid Dynamics (CFD) simulations","year":2018,"lang":"en","type":"article","venue":"","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Microplasma; Vaporization; Computational fluid dynamics; Sample (material); Materials science; Battery (electricity); Computer science; Nuclear engineering; Mechanical engineering; Power (physics); Plasma; Process engineering; Aerospace engineering; Engineering; Chemistry; Physics; Chromatography; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001587776,0.0003223101,0.0002839752,0.0002793796,0.0003520144,0.0001523682,0.0001324367,0.0001644814,0.0001628229],"category_scores_gemma":[0.0001242791,0.0003243801,0.00006526212,0.0006648773,0.00004322251,0.0002625683,0.0000610763,0.0001406771,0.00004162791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004748564,"about_ca_system_score_gemma":0.00006973449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002135268,"about_ca_topic_score_gemma":0.001363808,"domain_scores_codex":[0.9982722,0.00002960188,0.0005736906,0.0005158294,0.0001626677,0.0004460489],"domain_scores_gemma":[0.9988604,0.0001953246,0.00006943906,0.000277969,0.0004877168,0.0001091063],"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":[0.0001317287,0.00005719062,0.0002409076,0.00006548243,0.0001343964,6.330109e-7,0.0004832079,0.6132329,0.3775472,0.001059556,0.0003212808,0.006725519],"study_design_scores_gemma":[0.0006380264,0.0001708619,0.0001503327,0.00002662174,0.00003612576,0.000009731802,0.00002278039,0.9846529,0.01127109,0.0006230853,0.001977309,0.000421181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.365815,0.00001076776,0.6317915,0.0003336222,0.0004595738,0.001160816,0.0001122183,0.0002819215,0.00003458449],"genre_scores_gemma":[0.6916522,0.000006412694,0.3042204,0.0001887831,0.0008371615,0.0001763652,0.002675459,0.0001124109,0.0001308338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.37142,"threshold_uncertainty_score":0.9999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006504053665875714,"score_gpt":0.2223132184640632,"score_spread":0.2158091647981875,"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."}}