{"id":"W4285163682","doi":"10.11159/jffhmt.2022.005","title":"Effective Thermal Conductivity Model for Tetragonal Pin Array Stack","year":2022,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Engineering Applied Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero dell’Istruzione, dell’Università e della Ricerca","keywords":"Stack (abstract data type); Thermal conductivity; Tetragonal crystal system; Materials science; Conductivity; Composite material; Computer science; Physics; Crystallography; Chemistry; Crystal structure; Operating system","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":[0.0005231313,0.0001540092,0.0002744263,0.0001410038,0.0001150806,0.00002453565,0.0001260767,0.00005406198,0.00004889785],"category_scores_gemma":[0.00000881337,0.0001392727,0.0001356682,0.0000986272,0.00003195482,0.0001354977,0.000008282208,0.0005925832,5.64453e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001156961,"about_ca_system_score_gemma":0.0000440759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001026128,"about_ca_topic_score_gemma":8.364391e-7,"domain_scores_codex":[0.9990213,0.00003487924,0.0002316856,0.0001115191,0.0003131181,0.0002875054],"domain_scores_gemma":[0.9995777,0.0001430893,0.000005044879,0.00008637216,0.00005769813,0.0001300872],"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":[0.0001076629,0.00002589575,0.000023928,0.00008130629,0.00007880437,0.000005530939,0.0003026399,0.5146424,0.4834334,0.00006006181,0.0002263949,0.001011966],"study_design_scores_gemma":[0.001712514,0.0003559394,0.0003123131,0.00001636591,0.00003893626,0.00005758919,0.00007129461,0.9063797,0.08933114,0.0002242618,0.001295012,0.0002049144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5398956,0.000590786,0.4587039,0.00008968628,0.0002414514,0.0002440223,0.00006130511,0.00002884801,0.0001443902],"genre_scores_gemma":[0.9963478,0.00007430324,0.003212827,0.00001943733,0.0001749162,0.00007520574,0.000003010901,0.00004647172,0.00004605863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4564522,"threshold_uncertainty_score":0.5679375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381523845116784,"score_gpt":0.2301738125395595,"score_spread":0.2163585740883917,"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."}}