{"id":"W4413377950","doi":"10.3390/ma18163821","title":"Milkweed Fiber Nonwovens for Sustainable Thermal and Acoustic Building Insulation","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Mitacs","keywords":"Materials science; Composite material; Fiber; Thermal conductivity; Polyethylene terephthalate; Polyolefin; Thermal insulation; Glass wool; Polylactic acid; Polyethylene; Thermal resistance; Thermal; Soundproofing; Polymer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000180557,0.0003726571,0.0001486457,0.000281515,0.0003470444,0.0003918234,0.0002470489,0.0001738945,0.0008753255],"category_scores_gemma":[0.0001386253,0.00008330032,0.000170887,0.0003020269,0.0001741525,0.0003063719,0.0002120315,0.0002215171,0.0001837045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006783541,"about_ca_system_score_gemma":0.0003693362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01352178,"about_ca_topic_score_gemma":0.07648961,"domain_scores_codex":[0.9998379,0.00001425823,0.00000463962,0.00002621219,0.000077545,0.00003935723],"domain_scores_gemma":[0.9998955,0.00001019591,0.00002440474,0.00001023591,0.00004442504,0.00001520979],"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":[0.00003731277,0.00002191155,0.0008791151,0.00007915387,0.000005900259,0.0001087271,0.00003440824,0.0002749597,0.9918658,0.0001357627,0.0000373607,0.006519498],"study_design_scores_gemma":[0.00000243809,0.0002462794,0.009799846,0.00001261675,0.00001824292,0.0001460889,0.0001169063,0.0008952839,0.9832243,0.00002898911,0.005501954,0.000007103898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919847,0.001544647,0.003696679,0.00002019109,0.0000122361,0.00002355866,0.00007317491,0.00003044275,0.002614504],"genre_scores_gemma":[0.9928085,0.000704528,0.003411397,0.00001139491,0.000001984593,0.00001133297,0.00006383253,0.00001824685,0.002968684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352178,"threshold_uncertainty_score":0.02688617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407896376872951,"score_gpt":0.2885217565312753,"score_spread":0.2744427927625457,"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."}}