{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008387862,0.0003588405,0.00008658523,0.0001366828,0.00007643004,0.00009351019,0.00008998327,0.0001456374,0.0005584456],"category_scores_gemma":[0.00006734544,0.0001108938,0.0001662858,0.0001051361,0.00009173363,0.00022683,0.0002044886,0.0002968654,0.0001261168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008996208,"about_ca_system_score_gemma":0.000133714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003121637,"about_ca_topic_score_gemma":0.000758619,"domain_scores_codex":[0.9999652,0.000003729008,0.000002524624,0.000006543739,0.000007591421,0.00001440083],"domain_scores_gemma":[0.9999617,0.000005101484,0.00001342013,0.000004162967,0.000004621852,0.00001082282],"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":[0.00001038788,0.000004036672,0.00004470854,0.00002622839,0.00000116131,0.00002364318,0.000006960184,0.00004036901,0.9989969,0.00003283655,0.00001007522,0.0008027888],"study_design_scores_gemma":[0.00000413552,0.00007453594,0.00111556,0.000003174668,0.000004741071,0.00005990365,0.00001191492,0.0004725846,0.9974184,0.0000185444,0.0008128755,0.000003632091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930859,0.0007421097,0.004744099,0.00005477498,0.00001451804,0.00002350378,0.0001303657,0.00007258001,0.001132128],"genre_scores_gemma":[0.9958241,0.0004064256,0.002785601,0.0000278501,0.000003854058,0.00001886415,0.0001087523,0.00000830418,0.0008164159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005584456,"threshold_uncertainty_score":0.001868129,"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."}}