{"id":"W2977675662","doi":"10.1002/clen.201900101","title":"Development and Characterization of Lignin‐Based Hydrogel for Use in Agricultural Soils: Preliminary Evidence","year":2019,"lang":"en","type":"article","venue":"CLEAN - Soil Air Water","topic":"Polymer-Based Agricultural Enhancements","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Ferdowsi University of Mashhad","keywords":"Self-healing hydrogels; Lignin; Distilled water; Soil water; Water retention; Chemistry; Superabsorbent polymer; Swelling; Biodegradation; Polymer; Chemical engineering; Pulp and paper industry; Organic chemistry; Environmental science; Chromatography","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":[0.000258539,0.0002067883,0.000074397,0.0001628544,0.00009273002,0.0001555067,0.0001233978,0.0002013707,0.0006428163],"category_scores_gemma":[0.0002712912,0.00005911923,0.0001251859,0.0001525416,0.00009378963,0.0002186244,0.0001015976,0.0001536983,0.0001368959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120909,"about_ca_system_score_gemma":0.0001256683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004739946,"about_ca_topic_score_gemma":0.0009045424,"domain_scores_codex":[0.9999331,0.00001031152,0.000005383484,0.00001194919,0.00002757129,0.00001165533],"domain_scores_gemma":[0.9998465,0.00002908814,0.00003718025,0.00000802818,0.00005203524,0.00002717824],"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":[0.00001818049,0.00002328638,0.0002080222,0.00006074943,0.000002080984,0.00002506074,0.00001108124,0.00007759151,0.9977507,0.00002002465,0.00001272554,0.001790602],"study_design_scores_gemma":[0.000003240806,0.0002979697,0.001871689,0.000006121958,0.000008428085,0.000060945,0.0000224165,0.0005040735,0.9960369,0.00001386983,0.001171427,0.000002936314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980637,0.0019111,0.01482531,0.00008574125,0.00001615934,0.0001447798,0.0004883388,0.00003916138,0.001852362],"genre_scores_gemma":[0.9863943,0.00124013,0.009751567,0.00004543456,0.000006877199,0.00005816369,0.0002887369,0.0000111743,0.002203631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006428163,"threshold_uncertainty_score":0.002150416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834470563901436,"score_gpt":0.2039828655446922,"score_spread":0.1856381599056779,"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."}}