{"id":"W2966731641","doi":"10.36909/jer.v9i1.8745","title":"Experimental modeling of refrigerants at high ambient temperature","year":2021,"lang":"en","type":"article","venue":"Journal of Engineering Research","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Air conditioning; Environmental science; Ozone layer; Montreal Protocol; Ozone depletion; Global-warming potential; Solver; Ozone; Meteorology; Thermodynamics; Heat exchanger; Computer science; Greenhouse gas","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":[0.0003920396,0.00009783753,0.0002134363,0.0003328209,0.00006241921,0.00004570309,0.0001801386,0.0001040495,0.00008937946],"category_scores_gemma":[0.000185156,0.00008976019,0.00008257918,0.0003714776,0.00002496903,0.0001475287,0.0000711487,0.0005448898,0.000005810918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001975748,"about_ca_system_score_gemma":0.00004740761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001486667,"about_ca_topic_score_gemma":5.004125e-7,"domain_scores_codex":[0.9987666,0.00002457102,0.0003739755,0.0000886909,0.0005136362,0.0002325303],"domain_scores_gemma":[0.9992307,0.00006267864,0.00003336433,0.0001851976,0.0004184022,0.0000696409],"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":[0.000005773724,0.00001908359,0.00001475567,0.00003455003,0.00002996694,0.00005854261,0.00008418244,0.4017486,0.5969453,0.0003137131,0.0006945368,0.00005089712],"study_design_scores_gemma":[0.0002955939,0.00007025772,0.0001258702,0.0001847176,0.000003088013,0.00009887727,0.0002090718,0.1141498,0.8841771,0.00006786735,0.0005311253,0.0000866301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995557,0.002237918,0.001419538,0.000117881,0.0003758705,0.00004022494,0.000004188111,0.00007142709,0.0001759169],"genre_scores_gemma":[0.9958123,0.0001961341,0.003721725,0.000003157986,0.0001031321,0.000003521489,0.000003450763,0.0000242624,0.0001323037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2875988,"threshold_uncertainty_score":0.3660314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442059310392073,"score_gpt":0.3035928227896648,"score_spread":0.2691722296857441,"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."}}