{"id":"W4412557660","doi":"10.1007/s10853-025-11162-4","title":"Enhanced properties of silica aerogels/melt-blown nonwoven composites: a comparative study of supercritical CO2 and freeze-drying methods","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Korea Institute for Advanced Study; Korea Evaluation Institute of Industrial Technology","keywords":"Materials science; Composite material; Supercritical fluid; Supercritical drying; Solid mechanics; Aerogel","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":[0.001059239,0.000112629,0.0005276112,0.00009626708,0.0001137417,0.00006783859,0.0003009337,0.00004361857,0.00006511118],"category_scores_gemma":[0.0002166634,0.00008166838,0.00003775354,0.00020865,0.0005341371,0.000308758,0.0001439033,0.00008853204,3.528989e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003880046,"about_ca_system_score_gemma":0.0001343357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007657788,"about_ca_topic_score_gemma":0.000005673991,"domain_scores_codex":[0.9984531,0.0001236757,0.0007515696,0.0001562283,0.0003439182,0.0001714948],"domain_scores_gemma":[0.9989306,0.0001320769,0.0002222946,0.0001546565,0.0004925739,0.00006780395],"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":[0.0002249096,0.0003041959,0.0007946647,0.0001516802,0.00003623252,0.000001425153,0.002963904,0.00006104568,0.9951356,0.0001961858,0.000001412531,0.0001287157],"study_design_scores_gemma":[0.0006614403,0.0002132823,0.002777343,0.0004107811,0.0000532755,0.00001027912,0.003712187,0.0001477493,0.9918491,0.00008872794,0.000004614693,0.00007122599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998807,0.0002177347,0.0002884769,0.0000276155,0.0001471198,0.00009958908,0.000006878734,0.000005377692,0.0004002595],"genre_scores_gemma":[0.9972818,0.00001271392,0.002646337,0.0000105123,0.0000286392,0.000002940261,2.172476e-7,0.000004234246,0.00001253761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003286534,"threshold_uncertainty_score":0.333034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04738118239515512,"score_gpt":0.3573558506123683,"score_spread":0.3099746682172132,"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."}}