{"id":"W2990497958","doi":"10.21822/2073-6185-2019-46-3-32-42","title":"PREDICTION OF THE USE OF REFRIGERANTS IN LOW-TEMPERATURE EQUIPMENT","year":2019,"lang":"en","type":"article","venue":"Herald of Dagestan State Technical University Technical Sciences","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Refrigeration; Evaporator; Heat exchanger; Gas compressor; Air source heat pumps; Process engineering; Thermal expansion valve; Environmental science; Thermodynamics; Boiling; Bundle; Psychrometrics; Mechanical engineering; Materials science; Air conditioning; Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004640726,0.0005610922,0.0002560503,0.0008096734,0.0001556699,0.0005355314,0.000352862,0.000455695,0.001138927],"category_scores_gemma":[0.002340815,0.0001824176,0.0003887496,0.0003920677,0.0001319964,0.0004355903,0.0001926291,0.0002278807,0.0003435796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004419039,"about_ca_system_score_gemma":0.000385999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005499298,"about_ca_topic_score_gemma":0.004050525,"domain_scores_codex":[0.9998112,0.00003597298,0.00001255512,0.00006164904,0.00004963632,0.00002901685],"domain_scores_gemma":[0.9986029,0.0008286631,0.0002348025,0.00004009175,0.0002266302,0.00006691641],"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":[0.0003438444,0.0001498718,0.3805914,0.0001664676,0.00006529617,0.0001562903,0.00005543369,0.5818395,0.008485246,0.0004783518,0.0007424185,0.02692586],"study_design_scores_gemma":[0.000007141969,0.0001987161,0.1341115,0.00001427173,0.00002937454,0.00004776528,0.00008324123,0.8578261,0.00675809,0.0004072295,0.000501054,0.0000154829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688359,0.0001912975,0.02829273,0.00004245855,0.00001197203,0.00004745718,0.00104318,0.0002200897,0.001314777],"genre_scores_gemma":[0.994504,0.00005298277,0.004369891,0.000002862192,0.000002582458,0.00002076229,0.0006654876,0.00001632933,0.0003651558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005499298,"threshold_uncertainty_score":0.01093459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689900496339694,"score_gpt":0.2128611516695433,"score_spread":0.1859621467061464,"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."}}