{"id":"W4312125851","doi":"10.3390/polym14245430","title":"Facile Access to Gleditsia microphylla Galactomannan Hydrogel with Rapid Self-Repair Capacity and Multicyclic Water-Retaining Performance of Sandy Soil","year":2022,"lang":"en","type":"article","venue":"Polymers","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China; China Scholarship Council","keywords":"Absorption of water; Water retention; Galactomannan; Soil water; Environmental science; Chemistry; Soil science; Materials science; Composite material; Polysaccharide","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":[0.0001876988,0.0001712373,0.0002241578,0.00002891335,0.0004117208,0.00003765789,0.000291319,0.00003836853,0.000636181],"category_scores_gemma":[0.000003446615,0.00006639632,0.0000645717,0.0002131853,0.00005530104,0.0001313934,0.0001805243,0.0001326813,0.000007099658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002144411,"about_ca_system_score_gemma":0.00001070001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00229576,"about_ca_topic_score_gemma":0.0002410001,"domain_scores_codex":[0.9988133,0.00004086287,0.0001949374,0.0003099409,0.0002455839,0.0003953236],"domain_scores_gemma":[0.9996005,0.00007022983,0.00007852418,0.00007109178,0.00001912187,0.0001605726],"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":[0.0001892663,0.00008688965,0.05983854,0.00002979264,0.0000599489,0.000007718562,0.001506362,0.00008536875,0.9248327,0.000004278723,0.0001261361,0.01323299],"study_design_scores_gemma":[0.0006406397,0.002225097,0.1021937,0.00004231619,0.00008192779,0.00009472734,0.000923491,0.002326172,0.8737205,0.000007881204,0.01700276,0.000740718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987211,0.0001610453,2.767379e-7,0.000202215,0.00008013024,0.000198787,0.0001396239,0.00008271016,0.0004140804],"genre_scores_gemma":[0.9994145,0.00004127311,0.00004209551,0.0002412615,0.00005648334,0.00002261792,0.00003670869,0.000002029563,0.0001430273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05111217,"threshold_uncertainty_score":0.6965736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562255303509714,"score_gpt":0.1908237159456961,"score_spread":0.175201162910599,"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."}}