{"id":"W4416959017","doi":"10.1016/j.esd.2025.101899","title":"Valorization of invasive water hyacinth through anaerobic digestion: A pathway to clean cooking fuel and environmental sustainability","year":2025,"lang":"en","type":"article","venue":"Energy Sustainable Development/Energy for sustainable development","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"Biotechnology and Biological Sciences Research Council; Royal Academy of Engineering","keywords":"Hyacinth; Sustainability; Anaerobic exercise; Eichhornia crassipes; Anaerobic digestion; Invasive species","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008778323,0.0007137893,0.0008173226,0.0002449321,0.001384531,0.0002207948,0.0006325286,0.0003801597,0.0001132802],"category_scores_gemma":[0.0006179077,0.0003778667,0.0001661445,0.001011784,0.0002855159,0.0006401987,0.001145658,0.0001634551,0.000001907442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079533,"about_ca_system_score_gemma":0.000785889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007887083,"about_ca_topic_score_gemma":0.0006630425,"domain_scores_codex":[0.9949933,0.0001973486,0.001195288,0.001235361,0.000481215,0.001897501],"domain_scores_gemma":[0.9975032,0.0004554279,0.0002926463,0.0002350747,0.001226327,0.0002873702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001965467,0.001278679,0.006637637,0.002000544,0.0008284991,0.0003832595,0.007080432,0.001130553,0.0369036,0.7227297,0.001672352,0.2173893],"study_design_scores_gemma":[0.0009980977,0.0004714704,0.02691027,0.00008853594,0.00003563946,0.000004586552,0.06391071,0.00001749103,0.2623115,0.01849247,0.6257979,0.0009612935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807385,0.0008088932,0.0117419,0.001992848,0.0001706099,0.00169072,0.00001872605,0.0002058685,0.002631921],"genre_scores_gemma":[0.9581474,0.0001073727,0.002298008,0.0009853317,0.00007819013,0.001052259,0.0008600398,0.0000125094,0.03645889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7042372,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007451328192126227,"score_gpt":0.1890443468882317,"score_spread":0.1815930186961054,"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."}}