{"id":"W7124156425","doi":"10.37665/lekeygs14724","title":"A Scale Analysis Approach to Thermal Contact Resistance","year":2004,"lang":"","type":"article","venue":"Specialized and Legacy Electronics Manufacturing Conferences","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Thermal contact conductance; Asperity (geotechnical engineering); Surface roughness; Surface finish; Range (aeronautics); Contact resistance; Gaussian surface; Thermal; Superposition principle; Thermal conduction","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003862786,0.0007205048,0.001061559,0.0007435171,0.001263126,0.0009740861,0.0005170139,0.0002254084,0.0003171332],"category_scores_gemma":[0.00002241334,0.0006660279,0.0004344329,0.0008682595,0.0001029914,0.000641824,0.000117469,0.001014067,0.00004106262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007098427,"about_ca_system_score_gemma":0.000580624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011721,"about_ca_topic_score_gemma":0.004832176,"domain_scores_codex":[0.9961687,0.0001722683,0.0008310256,0.001017328,0.000595297,0.001215354],"domain_scores_gemma":[0.9985747,0.0001180396,0.0002221792,0.0005486459,0.0001217279,0.0004147041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003088886,0.00232868,0.003238195,0.000939329,0.01594818,0.00007084778,0.05466532,0.7459679,0.01277689,0.1240673,0.001691336,0.03521709],"study_design_scores_gemma":[0.01024088,0.001687108,0.07237532,0.0006441087,0.008011785,0.00008593795,0.02062833,0.00997271,0.1825706,0.02306243,0.663165,0.007555776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098318,0.004394644,0.02976626,0.0008213831,0.001019718,0.0007966192,0.00007463365,0.0002907335,0.05300418],"genre_scores_gemma":[0.9932548,0.001553286,0.001546847,0.00009384155,0.0005535168,0.00008206551,0.00005043853,0.00006446041,0.00280076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7359952,"threshold_uncertainty_score":0.9995791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117456821352321,"score_gpt":0.2335811654175702,"score_spread":0.222406597204047,"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."}}