{"id":"W4394697567","doi":"10.5376/jeb.2024.15.0002","title":"Sustainable Development Strategy of Bioenergy and Global Energy Transformation","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioenergy; Sustainable development; Transformation (genetics); Natural resource economics; Sustainable energy; Business; Environmental science; Agroforestry; Environmental economics; Biofuel; Renewable energy; Economics; Engineering; Ecology; Biology; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007198972,0.0001960253,0.0003091973,0.0003685361,0.0001595527,0.0001617353,0.0004243401,0.0001375686,0.00005013261],"category_scores_gemma":[0.0001202734,0.0001517177,0.0001229537,0.001399381,0.0003729977,0.0008789373,0.000095948,0.0001256338,7.9389e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003465039,"about_ca_system_score_gemma":0.001252365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002530193,"about_ca_topic_score_gemma":0.0005577999,"domain_scores_codex":[0.9975924,0.0001230781,0.0007633796,0.0002593439,0.0007258024,0.0005359798],"domain_scores_gemma":[0.9987167,0.00008188488,0.0001626164,0.0001644488,0.000622072,0.0002522412],"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":[0.00007949437,0.00007804896,0.0000502455,0.0001282915,0.00004616167,0.000151174,0.0002229353,0.007839305,0.002377487,0.8493641,0.00008785284,0.1395749],"study_design_scores_gemma":[0.00120181,0.001413753,0.003639003,0.000369359,0.00006989126,0.0009668553,0.007700196,0.01144134,0.09617286,0.1777403,0.6985165,0.0007681235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918289,0.01115826,0.02404433,0.001497673,0.0007241461,0.00007035238,0.000009146454,0.00007987151,0.04412724],"genre_scores_gemma":[0.9971139,0.0005661728,0.0004837821,0.00006916125,0.00007061227,0.000003560788,0.000002863304,0.000009370299,0.0016806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6984286,"threshold_uncertainty_score":0.6186869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252089088953536,"score_gpt":0.2738642337353827,"score_spread":0.2613433428458473,"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."}}