{"id":"W4399042888","doi":"10.3390/gels10060368","title":"Agriculture 4.0: Polymer Hydrogels as Delivery Agents of Active Ingredients","year":2024,"lang":"en","type":"article","venue":"Gels","topic":"Polymer-Based Agricultural Enhancements","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Self-healing hydrogels; Agriculture; Context (archaeology); Agrochemical; Renewable resource; Sustainability; Business; Environmental science; Biochemical engineering; Renewable energy; Biotechnology; Chemistry; Engineering; Organic chemistry; Ecology","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":[0.00003444098,0.0002232345,0.0001957697,0.00008647986,0.00003432634,0.00003260808,0.0001883884,0.000113279,0.0003019594],"category_scores_gemma":[0.000007712759,0.0001600345,0.000115506,0.000389476,0.00002666884,0.0002982939,0.00005355904,0.0001807237,0.000485495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147075,"about_ca_system_score_gemma":0.00001742815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007738765,"about_ca_topic_score_gemma":0.000005890744,"domain_scores_codex":[0.9988957,0.0000156033,0.0002354685,0.0002288525,0.0002978488,0.0003265458],"domain_scores_gemma":[0.9996553,0.00003037161,0.00003019625,0.0001437202,0.00003385396,0.0001065627],"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":[0.00001250436,0.00005278865,0.00006181483,0.0001881378,0.0004496094,0.00005893628,0.0009553517,0.0009089261,0.9251646,0.0001604057,0.01527643,0.05671051],"study_design_scores_gemma":[0.0001891696,0.00003873681,0.001025411,0.0002281958,0.00005137091,0.00001126878,0.00009982543,0.000476208,0.98764,0.00004362571,0.009958217,0.0002379781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847001,0.003781282,0.00006406538,0.00003831041,0.001021828,0.0001777098,0.0001179802,0.0003706716,0.009728001],"genre_scores_gemma":[0.997132,0.0001414725,0.00003048409,0.00005959439,0.0001649813,0.00002659359,0.00006130862,0.00002632898,0.002357241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06247541,"threshold_uncertainty_score":0.6526017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006898533950976186,"score_gpt":0.2119547470662364,"score_spread":0.2050562131152602,"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."}}