{"id":"W4410006856","doi":"10.3390/polym17091234","title":"Biomimetic Grooved Ribbon Aerogel Inspired by the Structure of Pinus sylvestris var. mongolica Needles for Efficient Air Purification","year":2025,"lang":"en","type":"article","venue":"Polymers","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome Prairie","funders":"People's Government of Jilin Province; National Natural Science Foundation of China","keywords":"Aerogel; Materials science; Adsorption; Air purification; Ribbon; Pressure drop; Composite material; Pulp and paper industry; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006246067,0.0002992272,0.00009435476,0.0002073895,0.00008429461,0.0001464337,0.0001429504,0.000247773,0.0002916858],"category_scores_gemma":[0.00007182074,0.0001123874,0.0002539353,0.0001060098,0.0001073656,0.0001843346,0.0001341905,0.000205355,0.0001083919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137411,"about_ca_system_score_gemma":0.00008619721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005504668,"about_ca_topic_score_gemma":0.001738194,"domain_scores_codex":[0.9999518,0.000004432426,0.000003351589,0.00001413437,0.00001344608,0.00001278264],"domain_scores_gemma":[0.9999585,0.000006744446,0.00001320705,0.000004666816,0.000008156446,0.000008787426],"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":[0.000007073801,0.000003555615,0.00008524497,0.00004360523,0.000003893774,0.00004441898,0.000009909541,0.0001213179,0.9984747,0.0000440284,0.00001420382,0.001148086],"study_design_scores_gemma":[0.000006121029,0.0001687726,0.003961601,0.000008573391,0.00002223291,0.0002563012,0.00002959085,0.001960395,0.9907675,0.00004289153,0.002764445,0.00001157118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891046,0.001718413,0.007043502,0.0000551295,0.00003904334,0.00002553606,0.0002096372,0.0001152681,0.001688863],"genre_scores_gemma":[0.993291,0.0006517606,0.005041971,0.00002818495,0.0000057615,0.00001546355,0.0001710553,0.00001388673,0.0007808811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005504668,"threshold_uncertainty_score":0.00109446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090841323235223,"score_gpt":0.243253777533043,"score_spread":0.2323453643006907,"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."}}