{"id":"W7110593866","doi":"","title":"Impact of Weak Organic Acids as Coagulants on Tailoringthe Properties of Cellulose Aerogel Beads","year":2025,"lang":"","type":"other","venue":"elib (German Aerospace Center)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerogel; Cellulose; Raw material; Citric acid; Polysaccharide; Nanoporous; Hydrolysis; Hydrochloric acid","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001142684,0.004133491,0.005497411,0.002491742,0.0003103616,0.0002884489,0.003810995,0.002084685,0.0213615],"category_scores_gemma":[0.0006206352,0.003620857,0.002823597,0.002749809,0.002206791,0.0005269444,0.001880086,0.002446585,0.02146723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003125174,"about_ca_system_score_gemma":0.003252417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052317,"about_ca_topic_score_gemma":0.000254484,"domain_scores_codex":[0.9854707,0.001332252,0.00349858,0.003135933,0.003328088,0.003234487],"domain_scores_gemma":[0.9868895,0.0001763074,0.005298309,0.005262673,0.00125099,0.001122168],"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":[0.007017055,0.01056676,0.07368304,0.004223843,0.007841207,0.0001173716,0.00452288,0.00004329622,0.7698279,0.0007216323,0.1205988,0.0008362338],"study_design_scores_gemma":[0.01605392,0.007852157,0.0262603,0.04534835,0.002425126,0.0001185506,0.001007175,0.0001553354,0.8500962,0.00003156497,0.04494983,0.005701504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8602084,0.005367751,0.0000196233,0.0001302226,0.002719697,0.004569428,0.003586072,0.0005165387,0.1228823],"genre_scores_gemma":[0.6693623,0.001423512,0.00005739147,0.00005627015,0.0003894365,0.00007481078,0.0002701665,0.002349458,0.3260167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2031344,"threshold_uncertainty_score":0.9998548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177258809965872,"score_gpt":0.2830802770804263,"score_spread":0.2653543960838391,"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."}}