{"id":"W1977971529","doi":"10.1016/j.cattod.2009.07.005","title":"The effective thermal conductivity of monolith honeycomb structures","year":2009,"lang":"en","type":"article","venue":"Catalysis Today","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Monolith; Discretization; Thermal conductivity; Thermal conduction; Work (physics); Honeycomb; Materials science; Heat flux; Mechanics; Computer science; Software; Computational science; Heat transfer; Thermodynamics; Physics; Composite material; Chemistry; Mathematics; Catalysis; Mathematical analysis","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":[0.0000990586,0.00009210986,0.0001413663,0.00003270483,0.00006466747,0.00001608977,0.0001044281,0.00004687123,0.00001103736],"category_scores_gemma":[0.00001582966,0.00006177823,0.00006875061,0.000163119,0.00003708894,0.00009287566,0.000004197891,0.00008787415,0.00000361238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002270057,"about_ca_system_score_gemma":0.000006380531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000119927,"about_ca_topic_score_gemma":0.000006531048,"domain_scores_codex":[0.9995435,0.00003204694,0.0001190618,0.00008713942,0.00008771626,0.000130503],"domain_scores_gemma":[0.9996423,0.00007116849,0.000009302125,0.0002139659,0.00003045901,0.0000327693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006008744,0.0000764047,0.001810112,0.00006288863,0.0004831899,0.000003845903,0.003865172,0.4168779,0.2952273,0.003159681,0.0005574042,0.2778161],"study_design_scores_gemma":[0.00045796,0.00007765864,0.1619691,0.00001098825,0.0000983481,0.000002418691,0.00008938247,0.01383394,0.8215442,0.001240604,0.0004399249,0.0002355262],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842952,0.0005387876,0.01151793,0.00007181815,0.0001114426,0.000167356,0.000008287944,0.00009412585,0.003195002],"genre_scores_gemma":[0.9997664,0.00004059476,0.00009641985,0.00001413333,0.00003658523,0.000007329442,0.00001366853,0.000008672305,0.00001618997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5263169,"threshold_uncertainty_score":0.2519243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004584509252508687,"score_gpt":0.2053561483469033,"score_spread":0.2007716390943946,"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."}}