{"id":"W2896500183","doi":"10.1016/j.ijrefrig.2018.09.026","title":"Experimental comparison of an air-to-water refrigeration system working with R134a and R1234yf","year":2018,"lang":"en","type":"article","venue":"International Journal of Refrigeration","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Independent Electricity System Operator","keywords":"Subcooling; Refrigerant; Refrigeration; Heat exchanger; Condenser (optics); Environmental science; Thermal expansion valve; Evaporator; Chiller; Gas compressor; Economizer; Nuclear engineering; Air conditioning; Thermodynamics; Mechanical engineering; Heat transfer; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000461524,0.0005555329,0.0006386087,0.000360735,0.001044666,0.0004161595,0.0009120326,0.0009690949,0.004155972],"category_scores_gemma":[0.0007819329,0.0002259377,0.0004995641,0.0002809954,0.0005990523,0.0007654462,0.0003685334,0.0004440152,0.0005952836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003250746,"about_ca_system_score_gemma":0.0004386632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845562,"about_ca_topic_score_gemma":0.001447853,"domain_scores_codex":[0.999514,0.00005975374,0.00003805561,0.0001380945,0.0001278539,0.0001223437],"domain_scores_gemma":[0.9993449,0.0002040632,0.00004751296,0.00007885784,0.0002664576,0.00005817008],"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":[0.002460795,0.000248038,0.001090386,0.0002755338,0.0000219189,0.00008844429,0.0002008311,0.0003179939,0.9898947,0.00007822134,0.000242658,0.005080566],"study_design_scores_gemma":[0.00007526252,0.00250684,0.00800724,0.00001184285,0.00005205051,0.00007549054,0.0002102956,0.002628235,0.9852936,0.00003457161,0.001078715,0.00002586592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970059,0.0001669446,0.001738345,0.00004414319,0.00007437974,0.00004785114,0.0002154539,0.000137148,0.0005697299],"genre_scores_gemma":[0.9978272,0.00008033364,0.001003916,0.00002107505,0.00001305812,0.00003886327,0.0001191171,0.00001991521,0.0008764843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004155972,"threshold_uncertainty_score":0.01390308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804464131279511,"score_gpt":0.2785182108121758,"score_spread":0.2604735694993807,"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."}}