{"id":"W4405443740","doi":"10.11159/jffhmt.2024.042","title":"Thermal Analysis and Optimization of a Disc Brake Rotor for a Formula SAE Race Car","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Brake Systems and Friction Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disc brake; Race (biology); Brake; Rotor (electric); Automotive engineering; Computer science; Engineering; Mechanical engineering; Sociology; Gender studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000212183,0.0001077148,0.0003619596,0.0003224607,0.00003571876,0.00005488045,0.00003611774,0.00007067267,0.00004537253],"category_scores_gemma":[0.000003893415,0.00008029627,0.0002881501,0.0003239461,0.00001620158,0.0002142452,0.000002009212,0.00008388986,1.570873e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001866021,"about_ca_system_score_gemma":0.0000128477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008940964,"about_ca_topic_score_gemma":0.00002289428,"domain_scores_codex":[0.999287,0.00001646625,0.0003855203,0.00008432916,0.0001215349,0.000105138],"domain_scores_gemma":[0.9997385,0.00004124128,0.000009854206,0.00005973332,0.00007035843,0.00008031991],"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":[0.00006910548,0.00001815284,0.0006053292,0.0005569538,0.002746203,0.000006997168,0.001218845,0.8553481,0.1331569,0.0001402732,0.0002054092,0.005927691],"study_design_scores_gemma":[0.0004929948,0.00008562677,0.0008223081,0.0000688322,0.001473554,0.00001325478,0.00009398925,0.9923169,0.002801911,0.000009064518,0.00172808,0.00009348438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1985482,0.00391613,0.7970302,0.0001265259,0.0001519227,0.0001133773,0.00003219749,0.00001739125,0.00006407038],"genre_scores_gemma":[0.9950578,0.0008754932,0.003826965,0.000009069391,0.0001332224,0.000007031289,0.000004519048,0.00001835867,0.0000675041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7965096,"threshold_uncertainty_score":0.3274387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006374544922034217,"score_gpt":0.2059428944771456,"score_spread":0.1995683495551114,"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."}}