{"id":"W4400573350","doi":"10.1139/tcsme-2024-0046","title":"Study on the temperature dissipation performance of brake pads with different surface patterns","year":2024,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Brake Systems and Friction Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Dissipation; Brake; Materials science; Surface (topology); Automotive engineering; Mechanics; Environmental science; Engineering; Thermodynamics; Geometry; Physics; Mathematics; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001685362,0.0002560404,0.0002448852,0.0002713488,0.0001647976,0.0002824705,0.0002517152,0.0002457975,0.00084958],"category_scores_gemma":[0.0006333892,0.0001833217,0.0002132754,0.0003115379,0.0001715727,0.0004270589,0.0001291929,0.0002803478,0.0002212963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141162,"about_ca_system_score_gemma":0.00007982983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003383244,"about_ca_topic_score_gemma":0.0007656089,"domain_scores_codex":[0.9997817,0.00002043482,0.00001581318,0.00005493166,0.00008689998,0.0000402619],"domain_scores_gemma":[0.9995099,0.0001046638,0.00007498464,0.00008024809,0.0002038315,0.00002636324],"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":[0.0001041872,0.00003318608,0.001426527,0.000102946,0.00001066968,0.00003528952,0.00007500518,0.0005572915,0.990265,0.0000354966,0.00004386172,0.007310527],"study_design_scores_gemma":[0.000006693057,0.0006483049,0.01245375,0.000004926405,0.00002190206,0.00009335119,0.0001160637,0.003358419,0.98259,0.00002356327,0.0006723959,0.00001053678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962667,0.000423885,0.002851451,0.00001378895,0.00001741691,0.000009338039,0.00003125911,0.00003047263,0.0003557069],"genre_scores_gemma":[0.9974848,0.0001499092,0.00173504,0.000009695934,0.000003551853,0.0000118843,0.00004232951,0.00001216974,0.0005505479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00084958,"threshold_uncertainty_score":0.002842128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009617719884049353,"score_gpt":0.1894190390979881,"score_spread":0.1798013192139388,"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."}}