{"id":"W4377835415","doi":"10.1063/5.0137978","title":"Experimental investigations on the effect of zeotropic refrigerant blends (R134a & R22) on the overall performance of vapour compression refrigeration system: A comparative study","year":2023,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Georgian College","funders":"","keywords":"Zeotropic mixture; Refrigerant; Refrigeration; Thermodynamics; Compression (physics); Vapor-compression refrigeration; Materials science; Gas compressor; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003484051,0.0002190268,0.000295966,0.0001662738,0.0003357661,0.00008100753,0.0003147968,0.00007171676,0.0000285659],"category_scores_gemma":[0.00007710561,0.0001241054,0.00005221468,0.0004008814,0.0001521127,0.0001704389,0.00005291365,0.0002849477,0.00005358927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007822221,"about_ca_system_score_gemma":0.00002428121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001080113,"about_ca_topic_score_gemma":0.000001945073,"domain_scores_codex":[0.9988184,0.00005791474,0.0003709275,0.0002079341,0.0003656336,0.0001791894],"domain_scores_gemma":[0.9991968,0.0002397117,0.0001635128,0.0002334183,0.0001375516,0.00002896133],"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":[0.0002219736,0.0001613725,0.01439525,0.0005198287,0.0002253553,0.000001679064,0.02613804,0.006153906,0.8621536,0.08178239,0.007912917,0.0003336253],"study_design_scores_gemma":[0.000686846,0.002227729,0.01042137,0.001018671,0.00003320295,0.000002695296,0.008077115,0.1746352,0.8022625,0.0002281535,0.0001553704,0.0002511413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953451,0.00001554179,0.00007823099,0.0003128157,0.000144152,0.0008416103,0.00000863826,0.0004603007,0.002793667],"genre_scores_gemma":[0.9993747,0.00001031512,0.00003835696,0.00001593998,0.00002810656,0.0003952676,0.00001425345,0.00001553856,0.0001074876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1684813,"threshold_uncertainty_score":0.5060872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04861523008543886,"score_gpt":0.2779154457182856,"score_spread":0.2293002156328468,"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."}}