{"id":"W4400896490","doi":"10.1007/s11630-024-1992-2","title":"Experimental Investigation of Thermal Performance of Novel Finned Radiators for Automotive Cooling System","year":2024,"lang":"en","type":"article","venue":"Journal of Thermal Science","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Automotive industry; Thermal; Water cooling; Materials science; Mechanics; Computer science; Physics; Thermodynamics","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":[0.000419501,0.00006090479,0.0001189861,0.0001902698,0.0000579015,0.00003407956,0.0002117601,0.00003145283,0.000006145239],"category_scores_gemma":[0.0000375723,0.00004671941,0.00005464672,0.0002821555,0.0001915719,0.0004914273,0.00001624345,0.00008004766,5.842865e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009541826,"about_ca_system_score_gemma":0.00008984638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.850963e-7,"about_ca_topic_score_gemma":5.006333e-8,"domain_scores_codex":[0.9993363,0.000005642587,0.0002925693,0.00006004775,0.0002051937,0.0001002397],"domain_scores_gemma":[0.9996226,0.0000396449,0.0001247574,0.00006111214,0.0001220819,0.00002977121],"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":[0.000009560666,0.000006059024,0.0001780447,0.00009495585,0.00001299099,5.832661e-7,0.0006684961,0.09716229,0.9003146,0.0006495901,0.00002344568,0.000879399],"study_design_scores_gemma":[0.0001152962,0.0001268393,0.002676856,0.0001957485,0.000005114543,0.00000885155,0.0003276223,0.3277676,0.668722,0.000003936867,0.00001325235,0.00003693746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952676,0.0002754289,0.0036539,0.00003259892,0.0004740409,0.00007090163,0.000005267418,0.00006469388,0.0001555956],"genre_scores_gemma":[0.9961964,0.000003099646,0.003727619,0.000004927911,0.00005299588,0.000002941745,3.046819e-7,0.000006367463,0.000005328253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2315926,"threshold_uncertainty_score":0.1905162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714751225813708,"score_gpt":0.2454160722751958,"score_spread":0.2282685600170588,"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."}}