{"id":"W4385358999","doi":"10.1016/j.indcrop.2023.117211","title":"Preparation of aerogels from corn stalks and research on their properties and gelation behavior","year":2023,"lang":"en","type":"article","venue":"Industrial Crops and Products","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Straw; Adsorption; Raw material; Cellulose; Chemical engineering; Materials science; Corn stover; Hemicellulose; Chemistry; Mesoporous material; Solvent; Pulp and paper industry; Organic chemistry; Fermentation","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":[0.0003702075,0.00009787469,0.0001337109,0.00005348001,0.0001579241,0.00007100806,0.00003884386,0.0001701666,0.0000318196],"category_scores_gemma":[0.0001580575,0.0000756443,0.000009651209,0.0001639243,0.0001449128,0.000139214,0.0000648102,0.0002100968,0.000003149243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001355746,"about_ca_system_score_gemma":0.00004039579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670813,"about_ca_topic_score_gemma":0.00001466774,"domain_scores_codex":[0.9991283,0.00005976445,0.0001913817,0.0002918145,0.0001903652,0.0001383864],"domain_scores_gemma":[0.9995114,0.00008372572,0.00007675109,0.0001575812,0.0001260947,0.00004448906],"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":[0.000837271,0.00008072247,0.0255191,0.00007588839,0.0000366825,0.000003966773,0.002852765,0.00002279302,0.9034337,0.0003457345,0.0002797462,0.06651161],"study_design_scores_gemma":[0.001173273,0.0002828768,0.04273963,0.0001816271,0.0000331218,0.000003767635,0.0008672359,0.0004622503,0.9508736,0.0007832746,0.002412601,0.0001867455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986955,0.000300208,2.820942e-7,0.0002164955,0.00006718474,0.0002525546,0.00006985664,0.00003380914,0.0003641321],"genre_scores_gemma":[0.9989157,0.00007874552,0.000007880066,0.000003292079,0.0003641039,0.00002460252,0.00007607818,0.0000129559,0.0005165972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06632486,"threshold_uncertainty_score":0.3084685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2922270903415179,"score_gpt":0.3613805918034522,"score_spread":0.06915350146193433,"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."}}