{"id":"W4391090573","doi":"10.1021/acssuschemeng.3c07006","title":"Enzymatic Polysaccharide-Based Aerogel Absorbents for Sustainable Personal Hygiene Applications","year":2024,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Self-healing hydrogels; Aerogel; Chemical engineering; Absorption of water; Materials science; Biocompatibility; Glucan; Absorption (acoustics); Chemistry; Biodegradation; Nanotechnology; Organic chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002012297,0.0003691645,0.0002622183,0.00007768044,0.0002555987,0.0003187178,0.0003154074,0.0002327924,0.0004658383],"category_scores_gemma":[0.0001387322,0.0004127241,0.0001901065,0.0004064011,0.00003626613,0.0003765968,0.00009507447,0.0002989223,0.00001613675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006442741,"about_ca_system_score_gemma":0.0002841865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003973407,"about_ca_topic_score_gemma":1.114248e-7,"domain_scores_codex":[0.997853,0.000002968313,0.0003732335,0.0005356907,0.000260724,0.0009743944],"domain_scores_gemma":[0.9988713,0.0001659043,0.00007116066,0.0003873456,0.0003162182,0.0001880968],"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":[0.0000420924,0.0001536467,0.00007299492,0.02550306,0.0002211077,0.00019912,0.0003670461,0.02554761,0.9274755,0.0189789,0.0004646034,0.0009743862],"study_design_scores_gemma":[0.0005939566,0.00001213742,0.000010557,0.000195198,0.0001201857,0.00002605001,0.002442479,0.1210337,0.7782557,0.0009708579,0.09571326,0.0006258763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071327,0.005323365,0.07692404,0.000342644,0.00007272931,0.0008969624,0.00007319495,0.001656781,0.007577599],"genre_scores_gemma":[0.9711049,0.00001174702,0.0005678867,0.00002279716,0.0004063828,0.001177593,0.0001904613,0.0001296982,0.0263886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1492197,"threshold_uncertainty_score":0.9998325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006472573109479881,"score_gpt":0.2209558251327692,"score_spread":0.2144832520232894,"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."}}