{"id":"W4411451774","doi":"10.3390/agronomy15061491","title":"Assessing the Sustainability of Miscanthus and Willow as Global Bioenergy Crops: Current and Future Climate Conditions (Part 2)","year":2025,"lang":"en","type":"article","venue":"Agronomy","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UK Research and Innovation","keywords":"Miscanthus; Willow; Bioenergy; Environmental science; Agroforestry; Temperate climate; Greenhouse gas; Biomass (ecology); Tropics; Energy crop; Climate change mitigation; Agronomy; Biofuel; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006458299,0.0005865238,0.0002194236,0.0005625729,0.0002251579,0.0008686914,0.000475335,0.0003819182,0.0005869914],"category_scores_gemma":[0.0005044778,0.0001417078,0.0006038593,0.0007365654,0.0002957128,0.001204079,0.0004955081,0.0001802741,0.0000812319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666968,"about_ca_system_score_gemma":0.0006062196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03972338,"about_ca_topic_score_gemma":0.043864,"domain_scores_codex":[0.99984,0.00004731402,0.000008167684,0.00003503524,0.00003605191,0.00003337158],"domain_scores_gemma":[0.9998087,0.00005286427,0.00005687161,0.00001826568,0.00003309557,0.00003020501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004948353,0.0001617388,0.5078149,0.0001858136,0.0004799416,0.0002795657,0.0002149264,0.4374325,0.01994002,0.002453456,0.0005332911,0.03000907],"study_design_scores_gemma":[0.00005813212,0.0005879479,0.4958932,0.00004710013,0.0002110252,0.0001845609,0.001164007,0.4826875,0.01207381,0.002857494,0.004160617,0.00007447509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977961,0.000189136,0.0007255289,0.00004806036,0.000002748623,0.00001087469,0.0003346926,0.0000171502,0.000875827],"genre_scores_gemma":[0.9985062,0.0001434891,0.0007871517,0.00001015042,0.000002122851,0.000009576224,0.0003800855,0.000005639743,0.0001554486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03972338,"threshold_uncertainty_score":0.07898432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009900919582021762,"score_gpt":0.2793146965608243,"score_spread":0.2694137769788025,"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."}}