{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008812301,0.0001432035,0.0002568624,0.0000957396,0.0003082636,0.0004432065,0.0001200359,0.00008804884,0.002456445],"category_scores_gemma":[0.0002729746,0.0001286105,0.00002613658,0.00009169685,0.00005528153,0.0002438434,0.0001207394,0.00001838918,0.00005798023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005791129,"about_ca_system_score_gemma":0.000064002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001138505,"about_ca_topic_score_gemma":0.000002126246,"domain_scores_codex":[0.9988364,0.00009037617,0.0003390178,0.000279708,0.0001058438,0.0003486412],"domain_scores_gemma":[0.9993721,0.0001309456,0.0001032057,0.0002004074,0.0001553781,0.00003800392],"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":[0.00008128283,0.00001987135,0.00001592802,0.0002289712,0.000007111388,0.000001190632,0.00008977685,0.0004338009,0.9919683,0.006319337,0.0005927818,0.000241614],"study_design_scores_gemma":[0.0007487126,0.00004535095,0.009265237,0.00005963194,0.00007161085,0.000001864651,0.0001259159,0.0002551849,0.9767792,0.007189485,0.005270816,0.000187042],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952033,0.00006224019,0.002108614,0.0002263757,0.0006436515,0.0007127521,0.0000879307,0.00009861195,0.0008564899],"genre_scores_gemma":[0.9931319,0.000003459592,0.002261061,0.0001418774,0.0001710163,0.0002088512,0.00002464714,0.00001826965,0.004038928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01518919,"threshold_uncertainty_score":0.9984555,"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."}}