{"id":"W7125144403","doi":"10.18280/rcma.350608","title":"Advances in 3D-Printed Polymeric Materials for Sustainable Thermal and Acoustic Insulation","year":2025,"lang":"","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thermal; Thermal insulation; Thermal conductivity; Polymer; Work (physics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005641857,0.0005517296,0.0007896369,0.0002790422,0.0004534559,0.0004174615,0.0002858289,0.0003368177,0.000220909],"category_scores_gemma":[0.000387555,0.0005580633,0.0001168218,0.0004936164,0.0003768862,0.001065423,0.0002727632,0.0002495294,0.00001016462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004719178,"about_ca_system_score_gemma":0.0001428185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001460387,"about_ca_topic_score_gemma":0.00004915891,"domain_scores_codex":[0.9970936,0.0001797588,0.0009965944,0.0007179411,0.0001820527,0.0008300177],"domain_scores_gemma":[0.997925,0.000606236,0.0004240264,0.0004364921,0.0004900544,0.0001181233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001623182,0.0004378563,0.009699947,0.01747329,0.0001579184,0.00005951908,0.001475848,0.07047082,0.8430657,0.0155563,0.000005269158,0.03997428],"study_design_scores_gemma":[0.008637666,0.0005809955,0.08312861,0.00984761,0.0008408678,0.0001319053,0.002567186,0.4594389,0.3938108,0.03350513,0.005124751,0.002385536],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9168509,0.01789802,0.0573415,0.00009995812,0.0002014084,0.001054688,0.00007965824,0.0001083129,0.006365504],"genre_scores_gemma":[0.9862291,0.004026912,0.006717189,0.00007548363,0.0001609131,0.0001858506,0.0001411424,0.00008290249,0.002380507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4492549,"threshold_uncertainty_score":0.9996871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218771583208549,"score_gpt":0.2909932948070731,"score_spread":0.2691161364862182,"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."}}