{"id":"W2187437129","doi":"","title":"The Design and Performance Analysis of Refrigeration System Using R12 & R134a Refrigerants","year":2014,"lang":"en","type":"article","venue":"International Journal of Engineering Research and Applications","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Montreal Protocol; Refrigeration; Gas compressor; Chiller; Air conditioning; Computer science; Process engineering; Schedule; Environmental science; Refrigerator car; Water chiller; Automotive engineering; Architectural engineering; Engineering; Mechanical engineering; Ozone layer; Operating system; Ozone; Thermodynamics; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001145744,0.00004201981,0.00009540913,0.00009146286,0.0001590858,0.00007778764,0.0001620249,0.00001955879,0.000008430389],"category_scores_gemma":[0.00004562382,0.00002799348,0.00002348128,0.0002827923,0.00005576392,0.0001236929,0.00001048604,0.0001044668,0.000001134067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001019795,"about_ca_system_score_gemma":0.00002356296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005825649,"about_ca_topic_score_gemma":0.000009202097,"domain_scores_codex":[0.9992536,0.00003669348,0.0002243521,0.00006454469,0.0003199856,0.000100783],"domain_scores_gemma":[0.9990498,0.0004151988,0.00009588799,0.00006684319,0.0003149288,0.00005735547],"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":[0.0002561304,0.00003428361,0.08004718,0.00007430723,0.0009981006,0.000004228619,0.0002778968,0.6919275,0.003990849,0.004922127,0.00003639807,0.217431],"study_design_scores_gemma":[0.00009429886,0.00008437516,0.09732508,0.00003368054,0.00003654684,0.0000253985,0.00009800674,0.9007112,0.0002579172,0.00007422416,0.001223828,0.00003541799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8585597,0.0004678735,0.1405884,0.00007762183,0.00004913969,0.00007197113,0.000005154488,0.000004106516,0.0001760413],"genre_scores_gemma":[0.9948416,0.0004944041,0.004543999,0.000002953508,0.00009501657,0.00000149027,0.000003093306,0.000001634424,0.00001575547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2173956,"threshold_uncertainty_score":0.1223576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03305302814826094,"score_gpt":0.2954605412036321,"score_spread":0.2624075130553712,"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."}}