{"id":"W4412447219","doi":"10.1016/j.carbon.2025.120625","title":"Ordered alignment of 2D heterogeneous filler for enhancing anisotropic thermal conduction capability of multifunctional composite","year":2025,"lang":"en","type":"article","venue":"Carbon","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Science Basic Research Program of Shaanxi Province; Shaanxi Provincial Science and Technology Department","keywords":"Composite number; Materials science; Thermal conduction; Anisotropy; Filler (materials); Composite material; Thermal; Optics","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":[0.0002711237,0.0001070943,0.0002635471,0.00005499713,0.00003934485,0.00001051128,0.0001014084,0.00006671224,0.0002825599],"category_scores_gemma":[0.00006506599,0.0001015782,0.00006498786,0.00007212014,0.0001072507,0.00003342111,0.00003832252,0.00002529667,0.000002008435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007733876,"about_ca_system_score_gemma":0.00006324437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001535915,"about_ca_topic_score_gemma":0.00002668623,"domain_scores_codex":[0.9989011,0.0001020179,0.0004414705,0.0002371047,0.000152385,0.0001659606],"domain_scores_gemma":[0.9992676,0.000102422,0.0001889906,0.0002343968,0.00018292,0.00002372196],"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":[0.0001500408,0.0000689642,0.0002915725,0.0001418185,0.00001765784,1.751354e-7,0.00008049294,0.0009258187,0.9980098,0.0002032082,0.00001895633,0.00009148603],"study_design_scores_gemma":[0.000626268,0.0002257333,0.003009617,0.00003459462,0.00003658663,0.000001755111,0.00002872848,0.0004413815,0.9950081,0.000466904,0.00004540306,0.00007498135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974338,0.00009466957,0.0009540017,0.00005566916,0.000764915,0.0004298137,0.00004021049,0.00002572133,0.0002011293],"genre_scores_gemma":[0.998108,0.000002409497,0.001576927,0.00003114879,0.00004583469,0.0000516414,0.00001554947,0.000008199332,0.0001602561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003001762,"threshold_uncertainty_score":0.4142241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329382156920239,"score_gpt":0.2519088070361538,"score_spread":0.2386149854669514,"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."}}