{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005755,0.0004265249,0.0001036699,0.0002582276,0.00008915911,0.0002646175,0.0002066966,0.0002773532,0.001414669],"category_scores_gemma":[0.0001297856,0.0001408691,0.0001630427,0.0001253526,0.0001672658,0.0005266758,0.000216387,0.0003110921,0.0003375566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214964,"about_ca_system_score_gemma":0.0001293867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002192147,"about_ca_topic_score_gemma":0.0003191296,"domain_scores_codex":[0.9999363,0.00001403138,0.000004095533,0.00001572752,0.00001422348,0.00001560485],"domain_scores_gemma":[0.9999433,0.00001499668,0.00002210092,0.000002944671,0.00000610231,0.00001070901],"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":[0.00009107535,0.00002633417,0.0000667665,0.0002203602,0.00000686715,0.00006358363,0.00001931561,0.0003191838,0.9883988,0.0008699322,0.000235447,0.009682351],"study_design_scores_gemma":[0.00001221458,0.0002315539,0.0004375975,0.00002087267,0.00001247685,0.0001455266,0.000009719223,0.001011904,0.984841,0.0001672779,0.01310006,0.000009849399],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888553,0.02975155,0.05480293,0.000725202,0.0003640924,0.0002230702,0.001012192,0.0008656741,0.02339992],"genre_scores_gemma":[0.950708,0.007960922,0.02499618,0.0002904262,0.00005899482,0.0001283285,0.0002770962,0.00009764727,0.01548231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001414669,"threshold_uncertainty_score":0.00473249,"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."}}