{"id":"W4414440948","doi":"10.1016/j.jobab.2025.09.003","title":"Evaluating nanocellulose from food waste as a functional amendment for sandy soils: Linking fiber structure to water dynamics, soil mechanics, and plant-microbes interactions","year":2025,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Khalifa University of Science, Technology and Research","keywords":"Amendment; Soil water; Nanocellulose; Fiber; Water retention; Cellulose; Biomass (ecology); Nanofiber","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005455996,0.000197511,0.0003226769,0.0002178328,0.000401949,0.0001996339,0.0001411864,0.00005615564,0.00007220497],"category_scores_gemma":[0.0001661457,0.000126181,0.00006155327,0.00009923745,0.00006599077,0.0001777855,0.0002339588,0.0001834536,0.000002873843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007237,"about_ca_system_score_gemma":0.00005093829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002893538,"about_ca_topic_score_gemma":0.0001196436,"domain_scores_codex":[0.9984778,0.00005679849,0.0004419312,0.0003823626,0.000312761,0.0003283853],"domain_scores_gemma":[0.9990623,0.0001567479,0.0002103016,0.0001424941,0.0003138194,0.0001143248],"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":[0.0004667194,0.00004011442,0.00004748763,0.0001138723,0.0001311535,0.000004131754,0.001138324,0.0005190436,0.9905624,0.0001043267,0.0003276631,0.006544798],"study_design_scores_gemma":[0.0009101351,0.0007572793,0.00004276145,0.0004450135,0.0001141044,0.00005753326,0.003058622,0.001303319,0.9815197,0.007945472,0.003651602,0.0001944771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928634,0.002273341,0.001175629,0.002482333,0.0006228967,0.0002813526,0.000278367,0.00001125142,0.00001146546],"genre_scores_gemma":[0.9903569,0.0002015696,0.007951248,0.0001567595,0.0006440749,0.000008679166,0.00003374985,0.00001548301,0.0006315269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009042685,"threshold_uncertainty_score":0.5145511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714616391635025,"score_gpt":0.2960930937523013,"score_spread":0.268946929835951,"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."}}